Scheduled Theoretical Restoration for Mining Immensely Partial Data Sets
Journal Title: The International Journal of Technological Exploration and Learning - Year 2013, Vol 2, Issue 5
Abstract
Partial data sets have turn out to be just about ubiquitous in an extensive range of application fields. Mutual illustrations can be initiate in climate and image data sets, sensor data sets, and medical data sets. The partiality in these data sets may stand up from a number of issues: In some circumstances, it may merely be a replication of definite measurements not being obtainable at the time, in others, the data may be absent due to incomplete system failure, or it may merely be a consequence of users being reluctant to stipulate attributes due to confidentiality worries. When a important portion of the entries are lost in all of the attributes, it turn into very tough to perform any generous of sensible extrapolation on the unique data. For such circumstances, we present the innovative idea of theoretical restoration in which we make effective theoretical representations on which the data mining algorithms can be openly smeared. The desirability behind the idea of theoretical restoration is to practice the correlation structure of the data in directive to precise it in terms of ideas rather than the unique dimensions. As a outcome, the restoration procedure evaluates only those theoretical aspects of the data can be mined from the partial data set, rather than might faults formed by extrapolation. We reveal the efficiency of the method on a range of actual data sets.
Authors and Affiliations
K. A. VarunKumar| Department of Computer Science and Engineering Vel Tech Dr.RR & Dr.SR Technical University, Chennai, S. Sibi Chakkaravarthy| Department of Computer Science and Engineering Vel Tech Dr.RR & Dr.SR Technical University, Chennai, M. Prabakaran| Department of Electrical & Electronics Engineering Vel Tech Dr.RR & Dr.SR Technical University, Chennai, Ajay Kaurav| Department of Electrical & Electronics Engineering Vel Tech Dr.RR & Dr.SR Technical University, Chennai, R. Baskar| Department of Electrical & Electronics Engineering Vel Tech Dr.RR & Dr.SR Technical University, Chennai, N. Nandhakishore| Department of Electrical & Electronics Engineering Vel Tech Dr.RR & Dr.SR Technical University, Chennai
Keywords
Related Articles
- EP ID EP8502
- DOI -
- Views 427
- Downloads 22
Design of Floating Point Arithmetic Logic Unit with Universal Gate
A floating point arithmetic and logic unit design using pipelining is proposed. By using pipeline with ALU design, ALU provides a high performance. With pipelining plus parallel processing concept ALU execute multiple...
VLSI Design of Low Power Reversible 8-bit Barrel Shifter
Nowadays reversible circuit designing is the emerging area of research. This design strategy aims towards the formation of digital circuits with ideally zero power dissipation. And also Reversible logic is gaining int...
Multi-Band Rectangular Microstrip Patch Antenna with Defected Ground Structure and a Metallic Strip
Microstrip antennas and arrays are small in size any easy to manufacture. The proposed antenna is operated in the S-band and X-band with three resonant frequencies. The antenna has two resonance in the X-band used in...
Adaptive Non-Linear Bayesian Filter for ECG Denoising
The cycles of an electrocardiogram (ECG) signal contain three components P-wave, QRS complex and the T-wave. Noise is present in cardiograph as signals being measured in which biological resources (muscle contraction...
The Effect of under Nutrition on Schooling, Adult Productivity and Economic Growth in South -West Madhya Pradesh, India
This study revealed the impact of malnutrition on schooling, learning and the lifetime earning potential of the child. For decades, south-west Madhya Pradesh (MP) has been one of the state’s worst malnutrition affec...