Biography of Mahmud of Ghazni, First Sultan in History

Biography of Mahmud of Ghazni, First Sultan in History Mahmud of Ghazni (Nov. 2, 971–April 30, 1030), the first ruler in history to assume the title of sultan, founded the Ghaznavid Empire. His title signified that the Muslim Caliph remained the religious leader of the empire despite being the political leader of a vast swath of land, encompassing much of what is now Iran, Turkmenistan, Uzbekistan, Kyrgyzstan, Afghanistan, Pakistan, and northern India. Fast Facts: Mahmud of Ghazni Known For: First sultan in historyAlso Known As: Yamin ad-Dawlah Abdul-Qasim Mahmud ibn SabukteginBorn: Nov. 2, 971 in Ghazna,  Zabulistan,  Samanid EmpireParents: Abu Mansur Sabuktigin, Mahmud-i Zavuli  Died: April 30, 1030 in GhaznaHonor: Pakistan named its  short-range ballistic missile  the  Ghaznavi Missile  in his honor.Spouse: Kausari JahanChildren: Mohammad  and  Masud (twins) Early Life On Nov. 2, 971, Yamin ad-Dawlah Abdul-Qasim Mahmud ibn Sabuktegin, better known as Mahmud of Ghazni, was born in the town of Ghazna (now known as Ghazni), in southeast Afghanistan. His father Abu Mansur Sabuktegin was Turkic, a former Mamluk warrior-slave from Ghazni. When the Samanid dynasty, based in Bukhara (now in Uzbekistan) began to crumble, Sabuktegin seized control of his hometown of Ghazni in 977. He then conquered other major Afghan cities, such as Kandahar. His kingdom formed the core of the Ghaznavid Empire, and he is credited with founding the dynasty. Not much is known about Mahmud of Ghaznis childhood. He had two younger brothers; the second one, Ismail, was born to Sabuktegins principal wife. The fact that she, unlike Mahmuds mother, was a free-born woman of noble blood would turn out to be key in the question of succession when Sabuktegin died during a military campaign in 997. Rise to Power On his deathbed, Sabuktegin passed over his militarily and diplomatically skilled eldest son Mahmud, 27, in favor of the second son, Ismail. It seems likely that he chose Ismail because he was not descended from slaves on both sides, unlike the elder and younger brothers. When Mahmud, who was stationed at Nishapur (now in Iran), heard of his brothers appointment to the throne, he immediately marched east to challenge Ismails right to rule. Mahmud overcame his brothers supporters in 998, seized Ghazni, took the throne for himself, and placed his younger brother under house arrest for the rest of his life. The new sultan would rule until his own death in 1030. Expanding the Empire Mahmuds early conquests expanded the Ghaznavid realm to roughly the same footprint as the ancient Kushan Empire. He employed typical Central Asian military techniques and tactics, relying primarily on a highly mobile horse-mounted cavalry, armed with compound bows. By 1001, Mahmud had turned his attention to the fertile lands of the Punjab, now in India, which lay southeast of his empire. The target region belonged to fierce but fractious Hindu Rajput kings, who refused to coordinate their defense against the Muslim threat from Afghanistan. In addition, the Rajputs used a combination of infantry and elephant-mounted cavalry, a formidable but slower-moving form of army than the Ghaznavids horse cavalry. Ruling a Huge State Over the next three decades, Mahmud of Ghazni would make more than a dozen military strikes into Hindu and Ismaili kingdoms to the south. By the time of his death, Mahmuds empire stretched to the shores of the Indian Ocean at southern Gujarat. Mahmud appointed local vassal kings to rule in his name in many of the conquered regions, easing relations with non-Muslim populations. He also welcomed Hindu and Ismaili soldiers and officers into his army. However, as the cost of constant expansion and warfare began to strain the Ghaznavid treasury in the later years of his reign, Mahmud ordered his troops to target Hindu temples and strip them of vast quantities of gold. Domestic Policies The Sultan Mahmud loved books and honored learned men. In his home base at Ghazni, he built a library to rival that of the Abbasid caliphs court in Baghdad, now in Iraq. Mahmud of Ghazni also sponsored the construction of universities, palaces, and grand mosques, making his capital city the jewel of Central Asia. Final Campaign and Death In 1026, the 55-year-old sultan set out to invade the state of Kathiawar, on Indias west (Arabian Sea) coast. His army drove as far south as Somnath, famous for its beautiful temple to the Lord Shiva. Although Mahmuds troops successfully captured Somnath, looting and destroying the temple, there was troubling news from Afghanistan. A number of other Turkic tribes had risen up to challenge Ghaznavid rule, including the Seljuk Turks, who had already captured Merv (Turkmenistan) and Nishapur (Iran). These challengers had already begun to nibble away at the edges of the Ghaznavid Empire by the time Mahmud died on April 30, 1030. The sultan was 59 years old. Legacy Mahmud of Ghazni left behind a mixed legacy. His empire would survive until 1187, although it began to crumble from west to east even before his death. In 1151, the Ghaznavid sultan Bahram Shah lost Ghazni itself, fleeing to Lahore (now in Pakistan). The Sultan Mahmud spent much of his life battling against what he called infidels- Hindus, Jains, Buddhists, and Muslim splinter-groups such as the Ismailis. In fact, the Ismailis seem to have been a particular target of his wrath, since Mahmud (and his nominal overlord, the Abbasid caliph) considered them heretics. Nonetheless, Mahmud of Ghazni seems to have tolerated non-Muslim people so long as they did not oppose him militarily. This record of relative tolerance would continue into the following Muslim empires in India: the Delhi Sultanate (1206–1526) and the Mughal Empire (1526–1857). Sources Duiker, William J. Jackson J. Spielvogel. World History, Vol. 1, Independence, KY: Cengage Learning, 2006.Mahmud Of Ghazni. Afghan Network.Nazim, Muhammad. The Life and Times of Sultan Mahmud of Ghazna, CUP Archive, 1931.Ramachandran, Sudha. â€Å"Asias Missiles Strike at the Heart.†Ã‚  Asia Times Online., Asia Times, 3 Sept. 2005.

Facts and History About the Country of Cambodia

Facts and History About the Country of Cambodia The 20th century was disastrous for Cambodia. The country was occupied by Japan in World War II and became collateral damage in the Vietnam War, with secret bombings and cross-border incursions. In 1975, the Khmer Rouge regime seized power; they would murder approximately 1/5 of their own citizens in a mad frenzy of violence. Yet not all of Cambodian history is dark and blood-drenched. Between the 9th and 13th centuries, Cambodia was home to the Khmer Empire, which left behind incredible monuments such as Angkor Wat. Hopefully, the 21st century will be much kinder to the people of Cambodia than the last one was. Capital: Phnom Pehn, population 1,300,000 Cities: Battambang, population 1,025,000, Sihanoukville, population 235,000, Siem Reap, population 140,000, Kampong Cham, population 64,000 Cambodias Government Cambodia has a constitutional monarchy, with King Norodom Sihamoni as the current head of state. The Prime Minister is the head of government.  The current Prime Minister of Cambodia is Hun Sen, who was elected in 1998.  Legislative power is shared between the executive branch and the bicameral parliament, made up of the 123-member National Assembly of Cambodia and the 58-member Senate. Cambodia has a semi-functional multi-party representative democracy. Unfortunately, corruption is rampant and the government is non-transparent. Population Cambodias population is about 15,458,000 (2014 estimate).  The vast majority, 90%, are ethnic Khmer. Approximately 5% are Vietnamese, 1% Chinese, and the remaining 4% includes small populations of Chams (a Malay people), Jarai, Khmer Loeu, and Europeans. Due to the massacres of the Khmer Rouge era, Cambodia has a very young population. The median age is 21.7 years, and only 3.6% of the population is over the age of 65. (In comparison, 12.6% of US citizens are over 65.) Cambodias birth rate is 3.37 per woman; the infant mortality rate is 56.6 per 1,000 live births.  The literacy rate is 73.6%. Languages The official language of Cambodia is Khmer, which is part of the Mon-Khmer language family. Unlike nearby languages such as Thai, Vietnamese and Lao, spoken Khmer is not tonal. Written Khmer has a unique script, called abugida. Other languages in common use in Cambodia include French, Vietnamese, and English. Religion Most Cambodians (95%) today are Theravada Buddhists. This austere version of Buddhism became prevalent in Cambodia in the thirteenth century, displacing the combination of Hinduism and Mahayana Buddhism that was practiced previously. Modern Cambodia also has Muslim citizens (3%) and Christians (2%). Some people practice traditions derived from animism as well, alongside their primary faith. Geography Cambodia has an area of 181,040 square kilometers or 69,900 square miles. It is bordered by Thailand to the west and north, Laos to the north, and Vietnam to the east and south. Cambodia also has a 443 kilometer (275 miles) coastline on the Gulf of Thailand. The highest point in Cambodia is Phnum Aoral, at 1,810 meters (5,938 feet). The lowest point is the Gulf of Thailand coast, at sea level. West-central Cambodia is dominated by Tonle Sap, a large lake. During the dry season, its area is about 2,700 square kilometers (1,042 square miles), but during the monsoon season, it swells to 16,000 sq. km (6,177 sq. miles). Climate Cambodia has a tropical climate, with a rainy monsoon season from May to November, and a dry season from December to April. Temperatures dont vary much from season to season; the range is 21-31 °C (70-88 °F) in the dry season, and 24-35 °C (75-95 °F) in the wet season. Precipitation varies from just a trace in the dry season to over 250 cm (10 inches) in October. Economy The Cambodian economy is small, but growing quickly. In the 21st century, the annual growth rate has been between 5 and 9%. The GDP in 2007 was $8.3 billion US or $571 per capita. 35% of Cambodians live below the poverty line. The Cambodian economy is based primarily on agriculture and tourism- 75% of the workforce are farmers. Other industries include textiles manufacturing, and extraction of natural resources (timber, rubber, manganese, phosphate, and gems). Both the Cambodian rial and the US dollar are used in Cambodia, with the rial mostly given as change. The exchange rate is $1 4,128 KHR (October 2008 rate). History of Cambodia Human settlement in Cambodia dates back at least 7,000 years, and probably much farther. Early Kingdoms Chinese sources from the first century A.D. describe a powerful kingdom called Funan in Cambodia, which was strongly influenced by India. Funan went into decline in the 6th century A.D., and was supplanted by a group of ethnically-Khmer kingdoms that the Chinese refer to as Chenla. The Khmer Empire In 790, Prince Jayavarman II founded a new empire, the first to unite Cambodia as a political entity. This was the Khmer Empire, which lasted until 1431. The crown jewel of the Khmer Empire was the city of Angkor, centered around the temple of Angkor Wat. Construction began in the 890s, and Angkor served as the seat of power for more than 500 years. At its height, Angkor covered more area than modern-day New York City. Fall of the Khmer Empire After 1220, the Khmer Empire began to decline. It was attacked repeatedly by the neighboring Tai (Thai) people, and the beautiful city of Angkor was abandoned by the end of the 16th century. Thai and Vietnamese Rule After the fall of the Khmer Empire, Cambodia came under the control of the neighboring Tai and Vietnamese kingdoms. These two powers competed for influence until 1863, when France took control of Cambodia. French Rule The French ruled Cambodia for a century but viewed it as a subsidiary of the more important colony of Vietnam. During World War II, the Japanese occupied Cambodia but left the Vichy French in charge. The Japanese promoted Khmer nationalism and pan-Asian ideas. After Japans defeat, the Free French sought renewed control over Indochina. The rise of nationalism during the war, however, forced France to offer increasing self-rule to the Cambodians until independence in 1953. Independent Cambodia Prince Sihanouk ruled newly-free Cambodia until 1970 when he was deposed during the Cambodian Civil War (1967-1975). This war pitted communist forces, called the Khmer Rouge, against the US-backed Cambodian government. In 1975 the Khmer Rouge won the civil war, and under Pol Pot set to work creating an agrarian communist utopia by exterminating political opponents, monks and priests, and educated people in general. Just four years of Khmer Rouge rule left 1 to 2 million Cambodians dead- about 1/5 of the population. Vietnam attacked Cambodia and captured Phnom Penh in 1979, withdrawing only in 1989. The Khmer Rouge fought on as guerrillas until 1999. Today, though, Cambodia is a peaceful and democratic nation.

The Food Sector of Saudi Arabia Research Paper Example | Topics and Well Written Essays - 5500 words

The Food Sector of Saudi Arabia - Research Paper Example There is also scope for seeing a wider and diverse range of products apart from the available food products. With average annual sales of 3.5 billion dollars, this sector offers a lot of insights as well as opportunities for strategic marketing. The growth of the food industry in Arab can be seen from the fact that more and more international food organizations are launching their products and services in Saudi Arabia. This can be attributed to the changing food habits of the overall population, increasing demand for diversity in food, etc. The island of oil has seen a gradual shift in the food habits of Arab populations. With the rise in economy and increasing percentage of younger populations, the overall choice and taste for food has changed. More and more population is now opting for outside food outlets, such as restaurants and hotels. As women entrepreneurs and workers are increasing in numbers, home cooked food is being replaced by ordered food. The overall preference of Arab population is shifting towards eating out. This can be seen from the increasing marketing strategies adopted by Arab restaurants. The overall food and drinks purchased by restaurants in Saudi Arabia have seen a 12 percent year on year increase. As more and more people are opting out, the restaurants are also increasing their overall range of food products. Restaurants and hotels in Saudi Arabia have also categorized their food and beverages department according to the target population. Different menus and cuisines are prepared and served for locals as well as tourists in the restaurants. Thus, it can be said that food industry has become a burgeoning sector in Saudi Arabia, provided it is supported by proper marketing and branding activities. However, it is also important to highlight the negative effects of such a change in food preferences. Though outside food is becoming popular as a result of factor such as time saved, convenience, variety etc, it is also true that the overall quality of food is getting compromised. As a result, health concerns among general population are on the rise. Recent government reports have suggested that there has been a rise in obesity and diabetes, basically arising from irregular and unhealthy eating habits. Researchers have also shown that average percentage of obese children have increased in the past five years. Now all of the above facts pose a serious threat on the general health of the Arab population. Thus, it has been important for the government as well as the organizations to educate society in terms of healthy food and healthy lifestyle. Like other organizations in the food sector in Arab, Arzaq also faces few challenges and concerns in terms of marketing its food products. It can be seen that Saudi Arabia has become a hub for international food. Thus, in order to expand its customer base and gain market share as well as brand recognition, Arzaq will have to opt for strategic marketing activities.  Ã‚  

Management in a Globailsed world Assignment Example | Topics and Well Written Essays - 1250 words - 1

Management in a Globailsed world - Assignment Example The movement of goods and services is usually carried across different countries. Most of the businesses engaging in the trade are multinationals and to some extent, the smaller established companies. In addition, globalization entails the movement of human resources that includes labor across various countries. Labor is an important part of an organization since a business needs the right workforce to make it in any business environment. Some of the organization may move their compatriots in major positions before they offer them to those of the host country. As such, the companies to prevent conflicts with the government follow various laws that affect such activities. The movement of labor usually brings people of different languages and backgrounds together. The culture of the people is thus different, and, therefore, there is need to make sure communication is improved between the workers. For there to be an understanding, there should be an improvement in the communication. The refore, the common ground is that the language is an issue and therefore bringing the people together and using various communication channels to help in bringing unity among the workers. Globalization, for example, can be evidenced by various multinationals like Coca Cola since they set up their business in developing countries and end up imposing the western culture on the people especially those that work in the companies. The people thus have to learn the various cultures of the foreign businesses. Macro level deals with what is required of the organization in adhering to various regulations in the host country. The micro level deals with the interests of the employees, mainly expatriates. The interests of the expatriates in terms of security and other issues that may affect them in the host country are looked into by the organization. The expatriate is taken to be working 24 hours for the company and therefore if

Speech Recognition using Epochwise Back Propagation

Speech Recognition using Epochwise Back Propagation International Journal of Computer Applications (0975 – 8887) Volume *– No.*, ___________ 2013 Speech Recognition using the Epochwise Back Propagation through time Algorithm Neelima Rajput S.K.Verma Department of C.S.E. Department of C.S.E. GBPEC, Pauri Gharwal, GBPEC, Pauri Gharwal, Uttrakhand, India. Uttrakhand, India ABSTRACT In this paper, artificial neural networks are used to accomplish the English alphabet speech recognition. The challenging issue in the area of speech recognition is to design an accurate and effective speech recognition system. We implemented a new data classification method, where we use neural networks, which are trained using the calculated epoch values of audio signal. This method gave comparable result to the already implemented neural networks. In this paper, Back propagation neural network architecture used to recognize the time varying input data, and provides better accurate results for the English Alphabet speech recognition. The Epochwise Back Propagation through time (BPTT) algorithm uses the epoch values of input signal to train the network structures and yields the satisfactory results. Keywords Artificial Neural Network, Back Propagation Neural Network, Epoch, Speech Recognition. I INTRODUCTION Speech recognition system enables the machine to understand the human speech and react accordingly. It allows the machine to automatically understand the human spoken utterances with the speech signal processing and pattern recognition. In this approach is the machine converts the voice signal into the suitable text or command through the process of identification and understanding. Speech recognition is emerges as a vast technology in current time. It also plays an important role in information theory, acoustics, phonetics, linguistics, and pattern recognition theory and neurobiology disciplines. speech recognition technology become a key technology in the computer information processing technology as there is rapid advancement in the software, hardware and information technology. The features of input audio signal are compared with the voice template stored in the computer database in speech recognition system by using the computer systems. Recognition results are mainly depends up on the matching techniques used for matching the audio signal characteristics. To improve the recognition rate and better recognition results neural networks are used. A neural network is a powerful tool which used to adapt and represent the complicated input outputs. Neural nets are basically interconnected networks of relatively simple processing units, or nodes that work simultaneously. They are designed to mimic the function of human neuron biological networks. The processing units of neural networks are termed as neurons. A neural network provides better results over the existing approaches in speech recognition systems [1]. 2 BASICS OF NEURAL NETWORKS The basics of neural networks are discussed as follows. There are many different types of neural networks, but they all have four basic and common attributes: †¢ Processing units †¢ Connections †¢ Computing procedure †¢ Training procedure . Processing Units A neural network contains several processing units, which are roughly analogous to neurons in the human brain. All these units activate in parallel and perform the task simultaneously. Processing units are responsible for the overall computation; there is no any other unit for the corporation of their activity. Each processing unit computes a scalar function of all its local inputs at every moment of time and then further broadcast the result to their neighboring units [2]. The units in a neural network are basically classified into input units, which used to receive data from the outside; hidden units, used to internally transform the data; and output units, which serve decisions or target signals. 2.2 Connections All processing units in a neural network are organized in to a defined topology by a set of connections, or weights, shown as lines in a diagram. Each weight consist a real value, which ranging from ∞ to + ∞. The value of a weight represents how much impact a unit has on its neighbor units a positive weight causes one unit to excite another, while a negative weight causes one unit to inhibit another. Weights of the processing units are usually one-directional (from input units towards output units), but it may be two-directional sometimes, especially when there is no distinction between input and output units. Figure 1.Neural network topologies: (a) unstructured, (b) layered, (c) recurrent, (d) modular [3]. The above figure shows the topology of different neural networks. Unstructured Neural Network is mainly used in processor which is operated in parallel to provide the computational power for the speech recognition system. Layered neural net algorithms are self-organizing and their internal speech model maximizes the performance and produces better results comparable to existing systems. Recurrent Neural network are mainly used in pattern sequencing as it follows the sequences changes time to time. Modular neural network are used in designing of complex systems by using simple components. Neural nets offer an approach to computation that mimics biological nervous systems. Algorithms based on neural nets have been proposed to address speech recognition tasks which humans perform with little apparent effort. 2.3 Computation Procedure Computation of neural networks begins after applying an input data to the input units of the network. Then the activation function of all the units is calculated either simultaneously or independently depends upon the structure of the neural network. The computation process in the unstructured network is termed as spreading activation and in layered network is known as forward propagation as it proceed from the input units to the output units. First we compute the net input of the processing unit and then we compute the output activation function of the net input to update a given processing unit. 2.4 Training Procedure Training a network means enable the connections adaptive so that the network shows the actual computational behavior for all the input patterns. In training process usually weights are updated but sometimes the modification of network topology also takes place, i.e., addition and deletion of connections from the network topology [4]. Modification of weight is easy and beneficial than topology modification as a network with bulk connections able to set any of its weight zero, which is equivalent as deleting such weights. 3. RELATED WORK The past research concluded that the use of the neural networks in the speech recognition system provides the better recognition result compared to the other existing approaches. The latest study of neural networks actually started in the 19th century, when neurobiologists first introduce the extensive studies of the human nervous system [5]. Cajal (1892) determined that the nervous system is comprised of some basic units i.e. discrete neurons, which communicate with the other neurons by sending electrical signals down their long axons, which ultimately activated and touch the dendrites(receptive areas) of thousands of other neurons, transmitting the electrical signals through synapses (points of contact, with variable resistance). Firstly, the different kinds of neurons were identified, and then analyze their electrical responses, and finally their patterns of connectivity and the brain’sgross functional areas were mapped out. According to the neurobiologists study the functi onality of individual neurons are quite simple and easy. Whereas to determine how neurons worked together to achieve high level functionality, such as perception and cognition are very difficult.[6] In 1943 McCulloch and Pitts proposed the first enumeration model of a neuron, named as binary threshold unit, whose output was either 0 or 1 depending on whether its net input exceeded a given threshold. There are various approaches proposed by the researchers to design an accurate speech recognition system for various purposes. In [7] Al-Alaoui algorithm is used to train the neural network. This method gives the comparable better results to the already implemented hidden markov model (HMM) for the recognition of the words. This algorithm also overcomes the disadvantages of the HMM in the recognition of sentences. An algorithm based on neural network classifier [8] for speech recognition used a new Viterbi net architecture which is recognized the input patterns and provided an accuracy of recognition rate more than 99% on a large speech database. This system is used for isolated word recognizer. In [9] author accomplishes the isolated word speech recognition using the neural network. The methodology of this approach is to extract the feature of speech signals using the Digital Signal Processing techniques and then classification using the Artificial Neural Network. This algorithm concluded that the better accurate recognition results are obtained from the probalistic Neural Network PNN. In [10] author implemented a pre- trained deep neural network using the hidden markov model (DNN-HMM) hybrid architecture which is used to train the DNN to produce the better recognition results of large vocabulary speech database. 4. PROPOSED WORK Speech recognition using the Epochwise Back propagation through time algorithm is proposed in this paper.In the proposed system neural network training is based on the calculation of epoch of the audio signal and then used these epoch value for the training of the neural network. The input data sets used to train the neural network can be partitioned in to the independent epochs. Each epoch representing a temporal value of the input data. Back propagationneural network used in the system in following steps. First choose and fix the architecture for the network, which will contain input, hidden and output units, all of which will contain sigmoid functions. Assign the weights between all the nodes. The assignments of weights usually between -0.5 and 0.5. Each training example is used, one after another, to re-train the weights in the network. After calculating each epoch for input audio data, a termination condition is checked. In neural network architecture the weights of input and hidden layers are adjusted according to the target output values [11] The input data is considered as E which is propagated through the network so that we can record all the observed values Oi(E) for the output nodes Oi. At the same time, we record all the observed values hi(E) for the hidden nodes. Then, for each output unit Ok, we calculate its epoch as follows: (1) The epoch terms from the output units are used to calculate epoch terms for the hidden units. In fact, this method gets its name because we propagate this information backwards through the network [12]. For each hidden unit Hk, we calculate the epoch as follows: (2) Here, we take the epoch term for every output unit and multiply it by the weight from hidden unit Hk to the output unit. We then add all these together and multiply the sum by hk(E)*(1 hk(E)). Having calculated all the epoch values associated with each unit (hidden and output), we can now transfer this information into the weight changes Δij between units i and j. The calculation is as follows: for weights wij between input unit Ii and hidden unit Hj, and summation of all units are as: (3) Back Propagation Neural Network architecture is shown in below figure Fig.2 Back propagation Neural Network The main steps of this system are defined as follows. Read the input audio Signal. Extract the epoch values Train the neural network on the basis of epoch values. Applied the back propagation neural network for the classification. Matching the input data with the trained data. Recognized the input. The data flow diagram of the proposed system represented in given figure C Figure 2 Proposed approaches for Speech Recognition 5. EXPERIMENTAL RESULTS The experiment conducted on the audio database of English alphabets. Matlab R2010a (Math works) in Windows 7 was used to implement the proposed algorithm. The input signal is used to calculate the epoch values and then by using calculated epoch values the neural network is trained.The epoch rate of multi-layered networks over a training set could be calculated as the number of miss-classified data values. There are many output nodes, all of which could potentially misfire (e.g., giving a value close to 1 when it should have output 0 and vice-versa), we can be more sophisticated in our epoch evaluation. In practice the overall network epoch is calculated as: This is not as complicated as it first appears. The calculation simply involves working out the difference between the observed output for each output unit and the target output and squaring this to make sure it is positive, then adding up all these squared differences for each output unit and for each input signal. The calculated epoch values for audio signal A is listed in tabular form. Table: 1 Calculated Epoch values for input data Then epoch values are basically instant of significant excitation of the vocal-tract system during production of speech. Table 1 represented the Epoch values for the input English alphabet A in terms of time in mili seconds. These epoch values are stored in the computer for the further matching by using the neural networks to the recognition purpose. Similarly, epoch values are calculated for each input English alphabet and then train the network through these input patterns and stored in the system for recognition Figure 3 Performance graphs of epoch values. The figure 3 shows the performance of the system based on epoch values. The best validation performance epoch value is selected from the different epoch on the basis of Mean Square error. The graph is plotted on epoch and means squared error values. Table: 2 Performance of the proposed system In Table: 2 the recognition rate is calculated for five input English alphabet which is 98.8%. The new proposed Epochwise Back propagation through time algorithm yields the satisfactory results. 6. CONCLUSION In this paper, we implemented the Epochwise Back propagation through the time varying epoch calculation. The experiment is conducted on the small set of English Language alphabet to calculate the recognition rate of the system. Some different sound samples (i.e., with different sampling frequency) of each alphabet are taken and used for testing the system. The above results show the performance of our proposed algorithm in speech recognition. 7. REFERENCES Jianliang Meng, Junwei Zhang,Haoquan Zhao, â€Å"Overview of the speech Recognition Technology†, 2012 Fourth International Conference on Computational and Information Sciences. L. Fausset, Fundamentals of Neural Networks. PrenticeHall Inc., 1994, ch 4. Jiang Ming Hu, in the Yuan Baozong, Lin Biqin. Neural networks for speech recognition research and progress. Telecommunications Science, 1997, 13(7):1-6. H. Boulard and N. Morgan, â€Å"Continuous speech recognition by connectionist statistical methods,† IEEE Trans. Neural Netw., vol. 4, no. 6, pp. 893–909, Nov. 1993. Mohamad Adnan Al-Alaoui, Lina Al-Kanj, Jimmy Azar, and Elias Yaacoub, â€Å"Speech recognition using Artificial Neural Network and Hidden Markov Model†, IEEE Multidisciplinary Engineering Education Magazine Vol. 3, No.3, September 2008. RICHARD P. LIPPMANN, â€Å"Neural Network Classifiers for Speech Recognition† The Lincoln Laboratory Journal, Volume 1, Number 1 (1988) Gulin Dede, Murat Husnu SazlÄ ±, â€Å"Speech recognition using artificial neural network.† Digital signal processing  © 2009 Elsevier Inc. George E. Dahl, Dong Yu, Li Deng, Alex Acero,† Context-Dependent Pre-Trained Deep Neural Networks for Large-Vocabulary Speech Recognition† , IEEE Transaction on Audio, and Language Processing, Vol. 20, No.1, January 2012. H. Paugam-Moisy, ‘Parallel neural computing based on network duplicating’,in Parallel Algorithms for Digital Image Processing, Computer Vision and Neural Networks, ed., I. Pitas, 305–340, JohnWiley, (1993). Stefano Scanzio, Sandro Cumani, Roberto Gemello, Franco Mana, P. Laface, â€Å"Parallel implementation of Artificial Neural Network Training for Speech Recognition.† Pattern recogonition letters,  © 2010 Elsevier B.V. N. Morgan and H. Bourlard, â€Å"Continuous speech recognition using multilayer perceptrons with hidden Markov models,† in Proc. ICASSP,1990, pp. 413–416. Y. Hifny and S. Renals, â€Å"Speech recognition using augmented conditional random fields,† IEEE Trans. Audio, Speech, Lang. Process., vol.17, no. 2, pp. 354–365, Feb. 2009.

Pain Poem

PAIN Innocent plumes out of the lonely seed, Illusion of darkness was seen, Things seen were absorbed, Sun, water, alarm what happened? Fell in a tunnel, Lights were not yet seen, Faith slowly became weak, Failings, please stops Dodge, defense and attack like a boxer, Easy start yet harder comes, Not a single blink of an eye, Be firm and don't loosen up a single muscle! Fill with all bright colors, Four bright colors over one dark color, Darkness was unseen yet brightness was clearly seen, This is what the world is supposed to be! Walking on a dark street,Rusted street light soul working, Street light can't yet street lights can, Street is dark no more but now bright. Summary Answer Pain, right at this moment honestly I can't think of anything that makes me feel pain. I don't think I have been through the deep pain that people can't get rid of, but there is one thing that makes me feel pain and that is when see others in pain and to see this beautiful world suffering with so many kin ds of things. So basically based on this poem I wrote about what pain I faced and what I think I can do and what others can o to give solutions for this pain.This is a very short summary of the poem I wrote. Ã'›â€ ¦ In today's world, It has changed so badly and it's obvious. An innocent child will receive things that the world Is doing and It will ruin their Innocent mind, Life will get harder and harder and it is so dark and tough to achieve what you want to achieve, you fail so many times and it will Just make you give up easily. If your life is so dark by doing so many bad things, do more good things and it definitely will cover up all the ad things and it will also cover up all the bad memories that you had.And so now, you will definitely find your life different and continue moving forward In your life. One person definitely can't light up the whole world; we can't be so selfish and wait 1 OFF tort others to be the light tot the world and tot other people. It must sat rat trot us. We can't Just sit in our comfort zone by watching what happened; we must really do something and give other people the light they need to make the world a better place to live in.

Hotel and Travel Vocabulary in Spanish

Hotel reserved? Flights booked? Bags packed? Whats next is learning a few essential words to make your hotel stay a little easier. If youre headed to a Spanish-speaking country, your hotel is as good a place as any to practice Spanish. Your concierge or host will appreciate the effort and can help you with tricky pronunciations along the way. Different Hotel Types When in a country where Spanish is the primary language, travelers spend more time in their lodgings, called hospedajes, than any other place. If you have arrived in a Spanish-speaking  ubicacià ³n, which means location, nail down the type of hotel that you would prefer, also called a  hotel in Spanish, too.   Looking for a spa or resort? Then ask for the nearest balneario.  Want something deluxe, then you want something  de lugo!  Or looking more for a motel or inn, ask for el motel or la posada.  There are unique types of accommodations, or alojamientos, such as a  bed-and-breakfast, which is called a pensià ³n, or bungalows, called a bungalow in Spanish, too. Reservation Desk You have decided on the type of lodging, now you need to make reservations, called ​reservaciones. You will negotiate the costs, or tarifa, with the  hotelero, or hotelkeeper. It is appropriate to ask what the standard tip or propina should be for your bellhop, also called the botones. Upon checkout, you handle the bill, or la cuenta, with the hotelero. All About Your Room What kind of room, or  habitacià ³n, do you want? Want a suite, ask for a ​suite in Spanish, too. Do you need a single room, or  habitacià ³n sencilla?  Do you want a double, a habitacià ³n  doble, or a triple, also called a triple. Want to make sure you have a bathroom in your room, ask if it has a  baà ±o.   How about your bed, called a cama? Do you want a single bed, a cama de monja, or do you want a double bed, called a cama de matriomonio? Does it matter which floor, or piso, you are on? If you want to make sure you are on the ground floor ask for el piso bajo. Need directions to the ice machine? Ask for el hielo. How about a view, or vista, out your window? If you are in a beach locale, then perhaps la vista al mar, or a sea or ocean view, is important to you. Nice amenities to know about your room would be: Is there room service, or  el  servicio  en  cuarto? How about an in-room safe, called la caja de seguridad? Hotel Features The room is booked. You are officially a guest, or huesped. You are ready to explore the hotel amenities. Does it have a bar, also called bar, or a restaurant, called a restaurante? How about coffee in the morning? Where is  el cafà ©? The person who can guide you would be the concierge, or el conserje.   Are you in town for a convention, called la convencià ³n? Need to ask how to get to the convention hall? That would be called el salà ³n de convenciones. How about going out dancing after the convention? Ask about where to find a  discoteca. Other hotel amenities that can boost your vacation experience include free parking, called estacionamiento, a swimming pool, called a piscina, and a workout room, or gimnasio. English Guidance Due  to the widespread adoption of English, particularly at upper-end hotels, it may be more common to find signage for English words used to describe certain facilities or services. Do not be surprised if words like spa,concierge, and room service are used instead of the Spanish equivalent.