A brief introduction to mutual information and its applicationHyun-hwan Jeong
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Mutual information is introduced as a measure for dependence between random variables that is based on entropy. It is defined as the difference between the joint entropy of two variables and the sum of their individual entropies. Mutual information has various applications including association measures between genomic features and outcomes, using mutual information for distance measures in clustering to detect epistatic interactions, and constructing outcome-guided mutual information networks for prediction. Challenges with mutual information include handling noise in continuous data and assessing statistical significance while accounting for multiple testing.
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Pepe Fanjul is chairman of New Hope Charities which helps foster sustainable communities. He is a philanthropist focused on building communities through charity work. For more information on Pepe Fanjul and New Hope Charities, visit www.PepeFanjul.net.
The document discusses the origin of life from both scientific and religious perspectives. It describes abiogenesis as the study of how life arose from natural processes like amino acids forming. While science has made discoveries, religion clings to old texts and rejects new thinking. The debate between evolution and creation is complex, as elements of both were likely true, and determining a winner is impossible. Evolution through adaptation over time is more accepted today by rational thinkers, while creationism was an earlier understanding no longer supported without faith. In conclusion, theories on life's beginning will always exist, as the actual origin happened long ago and we continue adapting.
The document provides 16 examples of active and passive voice constructions using various verb tenses like simple present, present continuous, present perfect, etc. For each tense, it gives an example sentence in active voice and its corresponding passive voice transformation. It also includes an example of conditional sentences using the past future tense.
This document summarizes earthquake activity in Turkey and surrounding areas in 2012. It shows that a total of 20,608 earthquakes with a magnitude of 0.4 or greater occurred that year, averaging 56 per day. The majority (88%) were between magnitudes 0.4-2.9. There were also 2003 quakes between magnitudes 3.0-3.9, 184 between 4.0-4.9, 19 between 5.0-5.9, and 2 with magnitudes of 6.0 or greater. Earthquake counts were highest in May, June, and November.
The University of Arizona Foundation was incorporated in 1958 and raises over $100 million per year, contributing over $2 billion total to the University. It offers donors the opportunity to donate to campus upgrades, health sciences, or athletics. 98% of private funds are given with a specific purpose. The Foundation's mission is to advance the University by building relationships and securing philanthropic support. It has established a strong heritage for the University through renovations, new buildings, and scholarships.
Antropologi adalah ilmu yang mempelajari interaksi manusia, budaya, dan suku bangsa dalam kelompok dan kebudayaan yang timbul dari interaksi tersebut seperti nilai, norma dan kebiasaan adat istiadat suatu daerah. Antropologi berhubungan dengan ilmu-ilmu lain seperti geologi, politik, linguistik, psikiatri, dan sejarah. Metode ilmiah antropologi meliputi pengumpulan fakta, penetapan ciri umum,
This document discusses verbs in Spanish that have special meanings or undergo radical changes depending on their tense. It explains the meanings and uses of ser/ir, dar, and several verbs like querer, conocer, saber, poder and tener in the present, imperfect, and preterit tenses. Examples are provided to illustrate how the meaning changes for each verb based on its tense.
Accountants provides accounting services for both personal and business needs from tax issues to financial management. They are available Monday to Friday from 9am to 5pm in their downtown office and promise to handle any accounting need regardless of size or complexity.
The document discusses demographic bonus and dividend. It notes that as birth rates decline, the ratio of working age people to dependents increases which can boost economic growth if the workforce is productively employed. Several Asian economies experienced this in recent decades, growing rapidly as the youth bulge entered the workforce. However, the window of opportunity is limited as population aging eventually reduces the workforce and increases support burdens.
This document provides an overview of monopolistic competition and oligopoly markets. It discusses how firms in these markets determine quantity and price in both the short run and long run. In monopolistic competition, firms produce differentiated products and compete on quality, price, and marketing. In the short run, firms can earn economic profits but entry by new firms drives prices down to average total cost in the long run, eliminating profits. The document also discusses product development, advertising, and barriers to entry in monopolistic competition. It then covers oligopoly markets with a small number of firms and strategic interactions between firms using game theory models like the prisoners' dilemma.
Johnathan Ray and Shannon Scholastica Marie Torregrossa are applying for a beer license. Their application lists Johnathan Ray as the owner and lists Shannon Scholastica Marie Torregrossa as an assistant.
The University of Arizona Foundation was incorporated in 1958 and raises over $100 million per year, contributing over $2 billion total to the University. It offers donors the opportunity to donate to campus upgrades, health sciences, or athletics. 98% of private funds are given with a specific purpose. The Foundation's mission is to advance the University by building relationships and securing philanthropic support. It has established a strong heritage for the University through renovations, new buildings, and scholarships.
Antropologi adalah ilmu yang mempelajari interaksi manusia, budaya, dan suku bangsa dalam kelompok dan kebudayaan yang timbul dari interaksi tersebut seperti nilai, norma dan kebiasaan adat istiadat suatu daerah. Antropologi berhubungan dengan ilmu-ilmu lain seperti geologi, politik, linguistik, psikiatri, dan sejarah. Metode ilmiah antropologi meliputi pengumpulan fakta, penetapan ciri umum,
This document discusses verbs in Spanish that have special meanings or undergo radical changes depending on their tense. It explains the meanings and uses of ser/ir, dar, and several verbs like querer, conocer, saber, poder and tener in the present, imperfect, and preterit tenses. Examples are provided to illustrate how the meaning changes for each verb based on its tense.
Accountants provides accounting services for both personal and business needs from tax issues to financial management. They are available Monday to Friday from 9am to 5pm in their downtown office and promise to handle any accounting need regardless of size or complexity.
The document discusses demographic bonus and dividend. It notes that as birth rates decline, the ratio of working age people to dependents increases which can boost economic growth if the workforce is productively employed. Several Asian economies experienced this in recent decades, growing rapidly as the youth bulge entered the workforce. However, the window of opportunity is limited as population aging eventually reduces the workforce and increases support burdens.
This document provides an overview of monopolistic competition and oligopoly markets. It discusses how firms in these markets determine quantity and price in both the short run and long run. In monopolistic competition, firms produce differentiated products and compete on quality, price, and marketing. In the short run, firms can earn economic profits but entry by new firms drives prices down to average total cost in the long run, eliminating profits. The document also discusses product development, advertising, and barriers to entry in monopolistic competition. It then covers oligopoly markets with a small number of firms and strategic interactions between firms using game theory models like the prisoners' dilemma.
Johnathan Ray and Shannon Scholastica Marie Torregrossa are applying for a beer license. Their application lists Johnathan Ray as the owner and lists Shannon Scholastica Marie Torregrossa as an assistant.