A survey on discrimination deterrence in data miningeSAT Journals
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Abstract
For extracting useful knowledge which is hidden in large set of data, Data mining is a very important technology. There are some negative perceptions about data mining. This perception may contain unfairly treating people who belongs to some specific group. Classification rule mining technique has covered the way for making automatic decisions like loan granting/denial and insurance premium computation etc. These are automated data collection and data mining techniques. According to discrimination attributes if training data sets are biases then discriminatory decisions may ensue. Thus in data mining antidiscrimination techniques with discrimination discovery and prevention are included. It can be direct or indirect. . When choices are created depending on delicate features that period the discrimination is oblique. The elegance is oblique when choices are created depending on nonsensitive features which are strongly correlated with one-sided delicate ones. The suggested system tries to deal with elegance protection in information exploration. It suggests new improved techniques applicable for immediate or oblique elegance protection independently or both simultaneously. Conversations about how to clean coaching information sets and contracted information places in such a way that immediate and/or oblique discriminatory decision guidelines are transformed to genuine classification guidelines are done. New analytics to evaluate the utility of the suggested methods are suggests and comparison of these methods is also done.
Keywords: Antidiscrimination, information exploration, oblique and immediate elegance protection, concept protection, concept generalization, privacy.
The document discusses how companies can prioritize happiness and culture to be successful. It describes Zappos' model of making customer service and company culture top priorities through trusting employees, celebrating successes, and hiring for culture fit. The author argues that focusing on happiness as a business model can work through commitment to core values, transparency, and building relationships.
This document discusses search engine marketing and optimization. It covers organic search, paid search, local search, and Google Analytics. It provides an overview of the consultant's background and experience in search engine marketing. It also lists current clients and the services provided, which include search engine optimization, paid search, local search optimization, social media marketing, and tracking/reporting.
This document provides a framework for the City of Shreveport, Louisiana's Comprehensive Energy Efficiency and Conservation Plan (CEECP). The CEECP will build upon initial investments from the Energy Efficiency and Conservation Strategy to develop a long-term strategy for making Shreveport more energy efficient. It will implement a strategic doing process to empower citizens and align resources around innovation to create jobs, save energy, reduce emissions, and improve quality of life. The CEECP will balance environmental, economic, social, and cultural priorities to maximize benefits according to a quadruple bottom line. It will identify and support local assets through an open network model and fast cycles of strategic doing to guide progress and innovation.
Goodrich reported solid first quarter 2004 results with sales of $1.162 billion and net income of $46 million. The company saw growth in its military, space, and commercial aftermarket businesses. Goodrich updated its full-year 2004 outlook with sales expected between $4.65-4.7 billion and diluted EPS at the upper end of $1.20-1.35, driven by new program wins on aircraft like the Boeing 7E7 and Airbus A380. Significant factors impacting earnings include stock compensation expensing, foreign exchange rates, and accounting changes to contracts.
This document is a resume for Hemal Tailor. It summarizes his education, qualifications, professional experience, business experience, non-profit experience, and personal details. For over 25 years, Hemal has worked in public administration, community outreach, fundraising, and business development. Currently, he is the Director of Development at Knoxville Area Urban League, where he has increased revenue streams through various fundraising strategies.
The document lists 5 things to do when visiting Ecuador: visit the unique flora and fauna of the Galapagos Islands by diving, snorkeling, and swimming with sea lions; shop at the largest marketplace in South America, the Otavalo market, to find authentic souvenirs and multilingual merchants; explore the astounding biodiversity of the Amazon jungle, including birdwatching and meeting indigenous tribes; partake in extreme activities like climbing volcanoes, canyoning, and rafting in the adventure capital of Ba単os de Agua Santa; and go whale watching or learn Spanish while adventuring in Monta単ita.
Jenn Lim, CEO of Zappos and Chief Happiness Officer, gave a presentation on building a culture of happiness in businesses. She discussed how Zappos prioritizes culture and core values in their business model. Research shows businesses with strong cultures that emphasize purpose and relationships outperform peers. Jenn outlined frameworks for leaders to focus on vision, meaningful relationships, and engaging employees at a deeper level to increase happiness, engagement, and business success.
Este documento proporciona una receta para hacer ceviche de camar坦n. Incluye una lista de ingredientes como camarones, cebolla, lim坦n, naranjas, perejil y cilantro. Luego describe los pasos para cocinar brevemente los camarones, preparar el aderezo con cebolla, tomate y zumos c鱈tricos, y mezclar todos los ingredientes para servir el ceviche acompa単ado de guarniciones como lim坦n, aj鱈 o ma鱈z tostado.
Este documento describe un proyecto que utiliza la danza para resignificar los juegos tradicionales de la costa caribe colombiana en ni単os de primer grado. El proyecto busca identificar los elementos de la danza que pueden usarse para motivar a los ni単os a reconocer y participar en los juegos tradicionales de su regi坦n, mejorando su desarrollo f鱈sico e intelectual y conexi坦n con la cultura local. El documento presenta la introducci坦n, justificaci坦n, objetivos y descripci坦n del problema del proyecto.
El documento describe los diferentes aspectos de la administraci坦n de la fuerza de ventas, incluyendo el dise単o de la estrategia y estructura, el reclutamiento y selecci坦n de vendedores, la capacitaci坦n, compensaci坦n, supervisi坦n, evaluaci坦n y el proceso de ventas. Explica conceptos como los tipos de estructura de fuerza de ventas, la compensaci坦n de vendedores, los pasos del proceso de ventas y el marketing de relaci坦n.
This document provides an overview of attractions in Otavalo, Ecuador, including its history and nature, traditional festivals held in the plaza, and parks, churches, museums and other points of interest for adventure activities.
This document appears to be a musical composition containing musical notation. It consists of a series of musical passages labeled with numbers. Each passage contains staffs with notes, clefs, time signatures and other musical symbols. The composition shifts between different keys, melodies and instruments throughout.
Este documento presenta el proyecto de gobierno escolar de la Instituci坦n Educativa Las Mercedes para el a単o 2015. El objetivo general es formar valores ciudadanos participativos y democr叩ticos en los estudiantes. Las actividades incluyen talleres sobre democracia, elecciones de representantes de curso y personeros, y acompa単amiento durante el a単o. Se evaluar叩 la disposici坦n de los estudiantes para participar en eventos comunitarios y mostrar tolerancia e inter辿s ante diversidad y conflictos.
The document lists 5 things to do when visiting Ecuador: visit the unique flora and fauna of the Galapagos Islands by diving, snorkeling, and swimming with sea lions; shop at the largest marketplace in South America, the Otavalo market, to find authentic souvenirs and multilingual merchants; explore the astounding biodiversity of the Amazon jungle, including birdwatching and meeting indigenous tribes; partake in extreme activities like climbing volcanoes, canyoning, and rafting in the adventure capital of Ba単os de Agua Santa; and go whale watching or learn Spanish while adventuring in Monta単ita.
Jenn Lim, CEO of Zappos and Chief Happiness Officer, gave a presentation on building a culture of happiness in businesses. She discussed how Zappos prioritizes culture and core values in their business model. Research shows businesses with strong cultures that emphasize purpose and relationships outperform peers. Jenn outlined frameworks for leaders to focus on vision, meaningful relationships, and engaging employees at a deeper level to increase happiness, engagement, and business success.
Este documento proporciona una receta para hacer ceviche de camar坦n. Incluye una lista de ingredientes como camarones, cebolla, lim坦n, naranjas, perejil y cilantro. Luego describe los pasos para cocinar brevemente los camarones, preparar el aderezo con cebolla, tomate y zumos c鱈tricos, y mezclar todos los ingredientes para servir el ceviche acompa単ado de guarniciones como lim坦n, aj鱈 o ma鱈z tostado.
Este documento describe un proyecto que utiliza la danza para resignificar los juegos tradicionales de la costa caribe colombiana en ni単os de primer grado. El proyecto busca identificar los elementos de la danza que pueden usarse para motivar a los ni単os a reconocer y participar en los juegos tradicionales de su regi坦n, mejorando su desarrollo f鱈sico e intelectual y conexi坦n con la cultura local. El documento presenta la introducci坦n, justificaci坦n, objetivos y descripci坦n del problema del proyecto.
El documento describe los diferentes aspectos de la administraci坦n de la fuerza de ventas, incluyendo el dise単o de la estrategia y estructura, el reclutamiento y selecci坦n de vendedores, la capacitaci坦n, compensaci坦n, supervisi坦n, evaluaci坦n y el proceso de ventas. Explica conceptos como los tipos de estructura de fuerza de ventas, la compensaci坦n de vendedores, los pasos del proceso de ventas y el marketing de relaci坦n.
This document provides an overview of attractions in Otavalo, Ecuador, including its history and nature, traditional festivals held in the plaza, and parks, churches, museums and other points of interest for adventure activities.
This document appears to be a musical composition containing musical notation. It consists of a series of musical passages labeled with numbers. Each passage contains staffs with notes, clefs, time signatures and other musical symbols. The composition shifts between different keys, melodies and instruments throughout.
Este documento presenta el proyecto de gobierno escolar de la Instituci坦n Educativa Las Mercedes para el a単o 2015. El objetivo general es formar valores ciudadanos participativos y democr叩ticos en los estudiantes. Las actividades incluyen talleres sobre democracia, elecciones de representantes de curso y personeros, y acompa単amiento durante el a単o. Se evaluar叩 la disposici坦n de los estudiantes para participar en eventos comunitarios y mostrar tolerancia e inter辿s ante diversidad y conflictos.
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