Big Data Quality: Early Detection of Errors in Process Flow using Alignments and Compliance Rules
International Journal of Science and Research (IJSR)

International Journal of Science and Research (IJSR)
www.ijsr.net | Open Access | Fully Refereed | Peer Reviewed International Journal

ISSN: 2319-7064

Research Paper | Computer Science & Engineering | India | Volume 4 Issue 6, June 2015

Big Data Quality: Early Detection of Errors in Process Flow using Alignments and Compliance Rules

Melody Wadzanayi Murakwani, Manoj Sethi

In our Big Data era, data is being produced at scale, in motion, and in heterogeneous forms. Uncertainty is another significant attribute exhibited by this data and hence there is need to comprehend and (perhaps) repair erroneous data timely. Due to heterogeneity of data source and usage, data quality rules are contextual, hence we require data management solutions that acknowledge these varied uses and incorporate them to determine the required level of quality and standardization. Today, there is a wide range of process mining techniques that are able to uncover the reality of processes through a systemic analysis of event data. These techniques are being applied in this work with the aim to isolate the source of the introduction of data flaws to fix the process instead of correcting the data. This paper employs the Heuristic Miner algorithm for process discovery, Petri nets with data (DPN nets) and conformance checking using alignments and compliance rules. We showed that alignments between event logs and the discovered Petri Net from process discovery algorithms reveal frequent occurring deviations and compliance rules are an effective data management solution. Insights into these deviations are then exploited to repair and enhance the original process models. Our novel diagnostic data-aware process discovery technique is applied on a real-life event log and evaluated for its success in providing new and valuable insights and failure in other areas of performance.

Keywords: Big Data Quality, Process Mining, Alignments, Compliance Rules

Edition: Volume 4 Issue 6, June 2015

Pages: 1344 - 1349

Share this Article

How to Cite this Article?

Melody Wadzanayi Murakwani, Manoj Sethi, "Big Data Quality: Early Detection of Errors in Process Flow using Alignments and Compliance Rules", International Journal of Science and Research (IJSR), https://www.ijsr.net/search_index_results_paperid.php?id=SUB155611, Volume 4 Issue 6, June 2015, 1344 - 1349

133 PDF Views | 114 PDF Downloads

Download Article PDF



Similar Articles with Keyword 'Process Mining'

| Weekly Popularity: ⮙4

Research Paper, Computer Science & Engineering, India, Volume 3 Issue 6, June 2014

Pages: 572 - 576

A Research Article on Data Mining in Addition to Process Mining: Similarities and Dissimilarities

S. Sowjanya Chintalapati, Ch.G.V.N.Prasad, J. Sowjanya, R.Vineela

Share this Article

| Weekly Popularity: ⮙4

Research Paper, Computer Science & Engineering, India, Volume 4 Issue 11, November 2015

Pages: 1690 - 1694

An Adopted Business Model Driven Framework Based Analysis Over SOA

A. Prudhviraj, Dasari Rajesh

Share this Article

| Weekly Popularity: ⮙1

Research Paper, Computer Science & Engineering, India, Volume 4 Issue 6, June 2015

Pages: 1344 - 1349

Big Data Quality: Early Detection of Errors in Process Flow using Alignments and Compliance Rules

Melody Wadzanayi Murakwani, Manoj Sethi

Share this Article

| Weekly Popularity: ⮙4

Review Papers, Computer Science & Engineering, India, Volume 9 Issue 11, November 2020

Pages: 16 - 20

A Comprehensive Review on Intents, Intention Mining and Intention Classification

Saroj S. Date

Share this Article

| Weekly Popularity: ⮙7

Research Paper, Computer Science & Engineering, India, Volume 5 Issue 1, January 2016

Pages: 178 - 182

Efficient Method for Detecting and Localizing Concept Drifts from Event Logs In Process Mining

Trupti Kakkad, Dr. Rahila Sheikh

Share this Article

Similar Articles with Keyword 'Alignments'

Research Paper, Computer Science & Engineering, India, Volume 3 Issue 6, June 2014

Pages: 1884 - 1886

Performance Analysis of Clustal W Algorithm on Linux Cluster

Swati Jasrotia, Salam Din

Share this Article

| Weekly Popularity: ⮙1

Research Paper, Computer Science & Engineering, India, Volume 4 Issue 6, June 2015

Pages: 1344 - 1349

Big Data Quality: Early Detection of Errors in Process Flow using Alignments and Compliance Rules

Melody Wadzanayi Murakwani, Manoj Sethi

Share this Article
Top