Taruna S.

Taruna S.
  • PhD
  • Professor (Associate) at Banasthali University

About

49
Publications
23,207
Reads
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710
Citations
Introduction
Taruna S. currently working at JK Lakshmipat University , India and worked for 12 years at the Department of Computer Science, Banasthali University. Taruna does research in Data Mining, Computer Communications (Networks) and Electronic Engineering. Their most recent publication is 'Leveraging MapReduce with Column-Oriented Stores: Study of Solutions and Benefits'.
Current institution
Banasthali University
Current position
  • Professor (Associate)
Additional affiliations
August 2003 - present
Banasthali University
Position
  • Professor (Associate)

Publications

Publications (49)
Chapter
In sensor network where large group of nodes share the information, in such scenario it’s difficult to scale the application, in addition security in wireless sensor network often vary with purpose and context, but in broad-spectrum, security for wireless sensor networks should centered on the protection of the data itself and the network communica...
Chapter
Students’ academic performance analysis and prediction activities enable the educators to prevent their students from failure by providing necessary support and counseling. With this necessity, an analysis-based Decision Support System (DSS) is proposed for the prediction of the students’ performance using ensemble methods. Nowadays ensemble method...
Chapter
The MapReduce framework is a powerful tool to process large volume of data. It is becoming ubiquitous and is generally used with column-oriented stores. It offers high scalability and fault tolerance in large-scale data processing, but still there are certain issues when it comes to access data from columnar stores. In this paper, first, we compare...
Article
Full-text available
Hadoop-MapReduce framework was the first framework offering distributed data processing with features like scalability, fault-tolerance, flexible programming model etc. It gained its popularity by the influx of heavy business intelligence and data analytics applications. The high performance of Map-Reduce in such applications requires selective dat...
Article
Full-text available
Online shopping is still in its nascent stage in India but growing at a fast pace. To continue its growth it is significant to understand the user’s preferences. Analysis of consumer’s behavior with respect to online shopping consists of detailed information about consumers past purchases as well as prediction of future purchases. This growing need...
Article
Full-text available
Key set up and distribution in sensor network is a complex task due to inherent limitations in sensor networks. For reducing the “communication and computation overhead” we proposed that the sensor network is partitioned into different zones. Each zone has a separate intrusion detection system (IDS) and key distribution center (KDC).IDS can detect...
Article
Recently, big data analysis has become an imperative task for many big companies. Map-Reduce, an emerging distributed computing paradigm, is known as a promising architecture for big data analytics on commodity hardware. Map-Reduce, and its open source implementation Hadoop, have been extensively accepted by several companies due to their sal...
Article
Full-text available
Accurate predictions of students’ academic performance at early stages of the degree program helps in identification of the weak students and enable management to take the corrective actions to prevent them from failure. Existing single classifier based predictive modelling is not easily scalable from one context to another context, Moreover a pred...
Chapter
Wireless sensor networks (WSN) is the collection of thousands sensor nodes. WSN faces many problems related to communication failures, data storage, and limited power supply. This paper includes the existing paradigms, such as fuzzy logic, neural network, evolutionary computing with some hybrid paradigms of computational intelligence, including som...
Conference Paper
The MapReduce programming model accepted by Hadoop and other Big Data technologies is a powerful tool to address Big Data analysis problem. It is becoming ubiquitous, but still there are issues in concern with its performance and efficiency. It offers high scalability and fault tolerance in large scale data processing, but gives low efficiency. Hen...
Article
Full-text available
Wireless Sensor Networks (WSN) is the bunch of thousands sensor nodes because a single sensor node has very limited competence in sensing and isn't sufficient for extracting and transmit useful data. So this process should be competent by using a number of sensor nodes. Wireless sensor network is easily deployed in compare to any other networks bec...
Article
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Student performance prediction is a great area of concern for educational institutions to prevent their students from failure by providing necessary support and counseling to complete their degree successfully. The scope of this research is to examine the accuracy of the ensemble techniques for predicting the student's academic performance, particu...
Article
Full-text available
Due to limited availability of spectrum for licensed users only, the need for secondary access by unlicensed users is increasing. Cognitive radio turns out to be helping this situation because all that is needed is a technique that could efficiently detect the empty spaces and provide them to the secondary devices without causing any interference t...
Article
Full-text available
Today e-waste are becoming a major problem for the developing countries. E-waste is defined something as a discarded parts of electronic devices which contains most of the times, hazardous chemicals which is deadly for our environment, example is computer components. Green Computing is the study and practice of designing, using, disposing and manuf...
Article
Full-text available
A key challenge in operating cognitive radios (CRs) in a self-organizing (ad hoc) network is how to adaptively and efficiently utilize spectrum resources keeping in mind that no interference is caused to primary users and also that no spectrum is rendered unused when a secondary user is waiting for access. Detecting the spectrum holes using one det...
Conference Paper
Full-text available
A multiclass classification refers to the classification of the instance into more than two classes. In real life many classification problem requires decisions among a set of contending classes. Multiclass classification and prediction is suitable for hand written digit recognition, hand written character recognition, speech recognition and body p...
Conference Paper
With the increasing spectrum scarcity due to increase in the wireless devices, and limited availability of spectrum for licensed users only, the need for secondary access by unlicensed users is increasing. Cognitive radio turns out to be helping this situation because all that is needed is a technique that could efficiently detect the empty spaces...
Article
use of multiple antennas for wireless systems has gained vast interest during the last decade - both in academic world and industry. Multiple antennas can be utilized in order to accomplish a multiplexing gain, a diversity gain, or an antenna gain, thus enhancing the bit rate, the error performance, or the signal-to-noise-plus- interference ratio o...
Conference Paper
Multiple input multiple output (MIMO) has emerged as an enabling technology to increase the data rate of wireless link and leading to green network. MIMO Systems are designed with multiple antennas at the transmitter and receiver end and with the use of multiple antennas the capacity of the communication system increases considerably. In this paper...
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Full-text available
The gist of Multiple-Input-Multiple-Output (MIMO) technique is its ability to provide increased channel rate with the use of multiple antennas, thus increasing spatial diversity gain. Correspondingly, there is a noticeable amount of increase in the number of users in wireless systems equipped with MIMO technology. In this work, the performance of M...
Article
Full-text available
A limited and precious resource like the available spectrum has been put to a lot of limitations by the exceeding demand of wireless applications. Recent study has shown that some frequency bands in the spectrum are mainly unoccupied most of the time, while some are less occupied, whereas few bands are over utilized. This leads to spectrum underuti...
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Abstract In Wireless sensor networks (WSN), researchers are showing tremendous interest because of their potential usage in various applications. Sensor nodes are inexpensive and portable devices with some constraints of limited processing power and energy resources. Sensor nodes are deployed in the form of network to collect information from the e...
Article
Full-text available
Wireless sensor networks (WSNs) are composed of many homogeneous or heterogeneous sensor nodes with limited resources. A sensor node is comprised of three components: a sensor, a processor and a wireless communication device. These sensor nodes dispersed throughout it to monitor, collect, and transmit data. The sensors are inexpensive, simple, and...
Article
Full-text available
Wireless sensor networks (WSN) provide the availability of small and low-cost sensor nodes with capability of detecting, observing and monitoring the environment, along with data processing and communication. These sensor nodes have limited transmission range, processing and storage capabilities as well as their energy resources. Routing protocols...
Article
Full-text available
Wireless sensor networks (WSNs) are composed of many homogeneous or heterogeneous sensor nodes with limited resources. A sensor node is comprised of three components: a sensor, a processor and a wireless communication device. These sensor nodes dispersed throughout it to monitor, collect, and transmit data. The sensors are inexpensive, simple, and...
Article
Wireless sensor networks (WSN) provide the availability of small and low-cost sensor nodes with capability of detecting, observing and monitoring the environment, along with data processing and communication. These sensor nodes have limited transmission range, processing and storage capabilities as well as their energy resources. Routing protocols...
Chapter
Wireless sensor networks (WSN) provide the availability of small and low-cost sensor nodes with capability of sensing physical and environmental conditions, data processing, and communication. These sensor nodes have limited transmission range, processing and storage capabilities as well as their energy resources. Routing protocols for wireless sen...
Article
Full-text available
The placement of base stations in wireless sensor networks affect the energy consumption for communication between sensor node and base station. In this paper we analyzed the performance of the zone based clustering protocol [2] under varying position of base stations, different zone sizes and the effect on network life time with multiple base stat...
Article
Full-text available
Boolean expressions are major focus of specifications and they are very much prone to introduction of faults, this survey presents various fault based testing techniques. It identifies that the techniques differ in their fault detection capabilities and generation of test suite. The various techniques like Cause effect graph, meaningful impact stra...
Conference Paper
The placement of base stations in wireless sensor networks affect the coverage of sensor nodes and the energy consumption from communication. In this paper we analyzed the performance of the zone based clustering protocol [2] under varying position of base stations, different zone sizes and the effect on network life time with multiple base station...
Article
Full-text available
Wireless Sensor Networks, are made of low-cost, low -power, small in size, and multifunctional sensor nodes. The efficient energy utilization is one of t he important performance factors for wireless senso r networks survivability be-cause nodes operate with limited battery power. In this paper we propose and analyze a new approach of zone based...
Article
Full-text available
In this paper we propose a new Power Efficient Clustering Protocol(PECP) for prolonging the sensor network lifetime. Homogeneous clustering protocols assume that all the sensor nodes are equipped with the same amount of energy and as a result, they cannot take the advantage of the presence of node heterogeneity. Adapting this approach, we propose a...
Article
Full-text available
Wireless sensor networks are network of small sensing devices, which collaborate with each other to gather process and communicate over wireless channel information about some physical phenomena. These self-organizing, highly robust and energy efficient networks can be excellent sentinels for monitoring underground mining, wildlife and various phys...
Conference Paper
Full-text available
A mobile Adhoc network(MANET) is formed by a group of autonomous mobile nodes connected by wireless link without centralized control or established infrastructure. Routing protocols for adhoc networks are typically evaluated using simulation, since the deployment of adhoc network is relatively rare. In this paper, using a simulation tool ns-2 we ma...
Article
Wireless Sensor Networks, are made of low-cost, low-power, small insize, and multifunctional sensor nodes. The efficient energy utilization is one of the important performance factors for wireless sensor networks survivability be-cause nodes operate with limited battery power. In this paper we propose and analyze a new approach of zone based cluste...

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