Bhattacharyya Bound
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Bhattacharyya Bound
Anil Kumar Bhattacharyya (1 April 1915 – 17 July 1996) was an Indian statistician who worked at the Indian Statistical Institute in the 1930s and early 40s. He made fundamental contributions to multivariate statistics, particularly for his measure of similarity between two multinomial distributions, known as the Bhattacharyya coefficient, based on which he defined a Metric (mathematics), metric, the Bhattacharyya distance. This measure is widely used in comparing statistical samples in biology, genetics, physics, computer science, etc. Life Bhattacharyya was born to Bhavanath and Lilavati, sometime in March–April 1915 (in the month Chaitra Bengali language, Bengali: চৈত্র of the year 1321, the exact date is not known) at Bhatpara in the district of 24 Parganas of West Bengal. His birth name was Anilkumar Bhattacharyya (does not have any middle name, his entire first name was Anilkumar, thus in all of his works his name appeared as A. Bhattacharyya). He passed t ...
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Bhatpara
Bhatpara is a city and a municipality of North 24 Parganas district in the Indian States and territories of India, state of West Bengal. It is a part of the area covered by Kolkata Metropolitan Development Authority (KMDA). Overview Bhatpara is situated on the bank of Hooghly river. It is known for its rich traditions in the field of Sanskrit learning. The name 'Bhatpara' originates from the ancient name "Bhatta-Palli", where 'Bhatta' denotes the sect of Bramhin Sanskrit pandits and 'palli' denotes locality or village. It is one of the oldest municipalities in West Bengal and it was constituted a municipality in 1899, when it was separated from the Naihati municipality. In the British era and afterwards, it had become an important industrial hub on Hoogly river bank, mainly for the high density of jute processing plants. Geography Location Bhatpara is located at . It has an average elevation of 12 metres (39 feet). The main town is sandwiched between the Hoogly riv ...
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Matriculation Examination
A matriculation examination or matriculation exam is a university entrance examination, which is typically held towards the end of secondary school. After passing the examination, a student receives a School leaving qualification, school leaving certificate recognising academic qualifications from secondary-level education. Depending on scores or grades achieved, a student may then Matriculation, matriculate to university to take up further studies. The following matriculation examinations are conducted: * A-levels – in England, Wales, Northern Ireland and several Commonwealth countries * Abitur – in Germany and Lithuania. *Iranian University Entrance Exam - in Iran * Romanian Baccalaureate, Bacalaureat – in Romania and Moldova. * Baccalauréat – in France and many francophone countries. * Eindexamen – in the Netherlands. * Exit examination – in the United States. ** Regents Exam – New York State, USA * National College Entrance Examination, Gaokao – in China. * Hig ...
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Cosine Similarity
In data analysis, cosine similarity is a measure of similarity between two non-zero vectors defined in an inner product space. Cosine similarity is the cosine of the angle between the vectors; that is, it is the dot product of the vectors divided by the product of their lengths. It follows that the cosine similarity does not depend on the magnitudes of the vectors, but only on their angle. The cosine similarity always belongs to the interval 1, +1 For example, two proportional vectors have a cosine similarity of +1, two orthogonal vectors have a similarity of 0, and two opposite vectors have a similarity of −1. In some contexts, the component values of the vectors cannot be negative, in which case the cosine similarity is bounded in ,1/math>. For example, in information retrieval and text mining, each word is assigned a different coordinate and a document is represented by the vector of the numbers of occurrences of each word in the document. Cosine similarity then gives a u ...
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Mahalanobis Distance
The Mahalanobis distance is a distance measure, measure of the distance between a point P and a probability distribution D, introduced by Prasanta Chandra Mahalanobis, P. C. Mahalanobis in 1936. The mathematical details of Mahalanobis distance first appeared in the ''Journal of The Asiatic Society of Bengal'' in 1936. Mahalanobis's definition was prompted by the problem of similarity measure, identifying the similarities of skulls based on measurements (the earliest work related to similarities of skulls are from 1922 and another later work is from 1927). Raj Chandra Bose, R.C. Bose later obtained the sampling distribution of Mahalanobis distance, under the assumption of equal dispersion. It is a multivariate generalization of the square of the standard score z=(x- \mu)/\sigma: how many standard deviations away P is from the mean of D. This distance is zero for P at the mean of D and grows as P moves away from the mean along each principal component axis. If each of these axes ...
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Ramakrishna Mission Residential College
Ramakrishna Mission Residential College (Autonomous), Narendrapur is an institute for pursuing undergraduate and postgraduate studies in the Indian state of West Bengal. It is an autonomous college located in Narendrapur, Kolkata. The college was established in 1960 and is affiliated with the University of Calcutta. It is run by the Ramakrishna Mission Ashrama, Narendrapur. It is a residential, boys-only college. It is ranked 24th among colleges in India by the National Institutional Ranking Framework (NIRF) in 2024. History The history of Ramakrishna Mission Residential College is similar to that of its parent organization, Ramakrishna Mission Ashrama, Narendrapur. In 1943, in the wake of the disastrous Bengal Famine, a handful of spirited and dedicated monks of the Ramakrishna Order set up a students’ home at Pathuriaghata in North Kolkata. The home was housed on a small plot of land earmarked for the education of young college and university students. It slowly but s ...
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Presidency University, Kolkata
Presidency University, formerly Presidency College, is a public state university located in College Street, Kolkata. Established in 1817 as the ''Hindoo College'', it was later renamed ''Presidency College'' in 1855 and functioned as a leading constituent college under the University of Calcutta. It is widely regarded as one of the oldest and most prestigious places of higher education in India. Alumni of Presidency University include two Nobel laureates, leaders of the Indian Independence Movement, heads of state, Academy Award winners and pioneers in Bengali art and literature playing a pivotal role in shaping modern Indian and Bengal education and intellectual discourse. In its first cycle as a university, Presidency received "A" grade with a score of 3.04/4.00 by the National Assessment and Accreditation Commission. It has been recognized as a University of National Eminence by the University Grants Commission. It was awarded an "A" grade by the National Assessment a ...
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Calcutta
Kolkata, also known as Calcutta (List of renamed places in India#West Bengal, its official name until 2001), is the capital and largest city of the Indian States and union territories of India, state of West Bengal. It lies on the eastern bank of the Hooghly River, west of the border with Bangladesh. It is the primary Financial centre, financial and Commercial area, commercial centre of Eastern India, eastern and Northeast India, northeastern India. Kolkata is the list of cities in India by population, seventh most populous city in India with an estimated city proper population of 4.5 million (0.45 crore) while its metropolitan region Kolkata Metropolitan Area is the List of million-plus agglomerations in India, third most populous metropolitan region of India with a metro population of over 15 million (1.5 crore). Kolkata is regarded by many sources as the cultural capital of India and a historically and culturally significant city in the historic Bengal, region of ...
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Bihar
Bihar ( ) is a states and union territories of India, state in Eastern India. It is the list of states and union territories of India by population, second largest state by population, the List of states and union territories of India by area, 12th largest by area, and the List of Indian states and union territories by GDP, 14th largest by GDP in 2024. Bihar borders Uttar Pradesh to its west, Nepal to the north, the northern part of West Bengal to the east, and Jharkhand to the south. Bihar is split by the river Ganges, which flows from west to east. On 15 November 2000, a large chunk of southern Bihar was ceded to form the new state of Jharkhand. Around 11.27% of Bihar's population live in urban areas as per a 2020 report. Additionally, almost 58% of Bihari people, Biharis are below the age of 25, giving Bihar the highest proportion of young people of any Indian state. The official language is Hindi, which shares official status alongside that of Urdu. The main native languag ...
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Patna
Patna (; , ISO 15919, ISO: ''Paṭanā''), historically known as Pataliputra, Pāṭaliputra, is the List of state and union territory capitals in India, capital and largest city of the state of Bihar in India. According to the United Nations, as of 2018, Patna had a population of 2.35 million, making it the List of cities in India by population, 19th largest city in India. Covering and over 2.5 million people, its urban agglomeration is the List of million-plus urban agglomerations in India, 18th largest in India. Patna also serves as the seat of Patna High Court. The Buddhist, Hindu and Jain pilgrimage centres of Vaishali district, Vaishali, Rajgir, Nalanda, Bodh Gaya and Pawapuri are nearby and Patna City is a sacred city for Sikhs as the tenth 10th Sikh Guru, Sikh Guru, Guru Gobind Singh was born here. The modern city of Patna is mainly on the southern bank of the river Ganges. The city also straddles the rivers Son River, Son, Gandak and Punpun River, Punpun. The city ...
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Prasanta Chandra Mahalanobis
Prasanta Chandra Mahalanobis OBE, FNA, FASc, FRS (29 June 1893 – 28 June 1972) was an Indian scientist and statistician. He is best remembered for the Mahalanobis distance, a statistical measure, and for being one of the members of the first Planning Commission of free India. He made pioneering studies in anthropometry in India. He founded the Indian Statistical Institute, and contributed to the design of large-scale sample surveys. For his contributions, Mahalanobis has been considered the Father of statistics in India. Since 2007, every year June 29 is celebrated as National Statistics Day in India to commemorate the birth anniversary of P.C. Mahalanobis and his contributions to statistical science and planning. Early life Mahalanobis was born on 29 June 1893, in Calcutta, Bengal Presidency (now West Bengal). Mahalanobis belonged to a prominent Bengali Brahmin family of landed gentry in Bikrampur, Dhaka, Bengal Presidency (now in Bangladesh). His grandfather Guruchar ...
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Raj Chandra Bose
Raj Chandra Bose (or Basu) (19 June 1901 – 31 October 1987) was an Indian American mathematician and statistician best known for his work in design theory, finite geometry and the theory of error-correcting codes in which the class of BCH codes is partly named after him. He also invented the notions of partial geometry, association scheme, and strongly regular graph and started a systematic study of difference sets to construct symmetric block designs. He was notable for his work along with S. S. Shrikhande and E. T. Parker in their disproof of the famous conjecture made by Leonhard Euler dated 1782 that for no ''n'' do there exist two mutually orthogonal Latin squares of order 4''n'' + 2. Early life Bose was born in Hoshangabad, India into a Bengali family; he was the first of five children. His father was a physician and life was good until 1918 when his mother died in the influenza pandemic. His father died of a stroke the following year. Despite difficult ci ...
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Friedrich Wilhelm Levi
Friedrich Wilhelm Daniel Levi (February 6, 1888 – January 1, 1966) was a German mathematician known for his work in abstract algebra, especially torsion-free abelian groups. He also worked in geometry, topology, set theory, and analysis. Early life and education Levi was born to Georg Levi and Emma Blum in Mulhouse in Alsace-Lorraine, then part of the German Empire. He received his Ph.D. in 1911 under Heinrich Martin Weber at the University of Strasbourg. Career Levi served his mandatory military service in the German Army in 1906–1907, and was called up again serving in the artillery during World War I, 1914–18. Awarded the Iron Cross, he was discharged as a lieutenant. In 1917, he married Barbara Fitting, with whom he eventually had three children ( Paul Levi, Charlotte, and Suzanne). He taught at the University of Leipzig from 1920 to 1935, when the Nazi government dismissed him because of his Jewish ancestry. Friedrich and Barbara moved to Calcutta, India. In 193 ...
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