Discrimination Avoidance Methods in Data Mining
Journal Title: International Journal of Innovative Research in Computer Science and Technology - Year 2015, Vol 3, Issue 1
Abstract
Discrimination like privacy is a big issue when legal and ethical aspects of Data mining are considered. Most people don’t like to be discriminated for their gender, religion, nationality, age and so on, especially when those attributes are needed for making decisions. Decisions like giving them a job, loan, insurance, etc. Hence it is highly desirable to discover such potential biases and eliminating them from the training data without harming their decision-making utility .Therefore antidiscrimination techniques including discrimination discovery and prevention have been introduced in data mining. Discrimination prevention consist inducing patterns which do not lead to discriminatory decisions even if the original training datasets are inherently biased. So By focusing on the discrimination prevention, we present a group of pre-processing discrimination prevention methods with different features of each approach and how These approaches deal with direct or indirect discrimination.
Authors and Affiliations
Prajakta A. Soundankar
Keywords
Related Articles
- EP ID EP748987
- DOI -
- Views 40
- Downloads 0
Floating Gate MOSFET Based Differential Amplifier and Impact of Body Bias
In this work, a floating gate MOSFET (FGFET) based single-ended differential amplifier with current mirror active load is designed and analyzed along with the body bias. The input transistors of the differential block ar...
Global Exponential Stability and Stabilization of Fractional-Order Positive Switched Systems
This paper is concerned with the global exponential stability(GES) and stabilization of fractional-order positive switched systems(FOPSS) with average dwell time(ADT). Firstly, the the concept of GES is extended to FOPSS...
Maximum Power Point Tracking Algorithms Under Partial Shading Condition
High and rising fuel consumption has occurred in past times. resulted in enormous growth in renewable energy generation and consumption. As economies Photovoltaic (PV) solar is becoming more popular as the world's intere...
Secure Cloud Storage Privacy-Preserving In Public Auditing
Cloud computing is a technology that is both efficient and cost-effective, thanks to its low maintenance requirements. This paper implemented a approach is used to share group resources across cloud users. Regrettably, a...
Fog Computing: A Conceptual and Practical Overview
Electronic gadgets, appliances, medical equipment, cameras, sensors, and cars are all part of the Internet of Things (IoT), which enables smart cities and infrastructure. It is predicted based on evidences that a minimum...