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Mining patterns and rules for software specification discovery

David Lo, Siau-Cheng Khoo
2008 Proceedings of the VLDB Endowment  
In this paper, we describe novel data mining techniques to mine or reverse engineer these specifications from the pool of software engineering data.  ...  A large amount of software data is available for analysis. One form of software data is program execution traces.  ...  Aid program verification (also runtime monitoring) in automating the process of "formulating specifications"(e.g., [2, 33] ) In the above line of research we propose data mining algorithms to mine for  ... 
doi:10.14778/1454159.1454234 fatcat:autgiue3m5aofb6wlpgogagjiu

Theoretical foundations [chapter]

2017 Data Mining  
Big Data presents a 'gold mine' of this era (21 st century).  ...  In order to cope with system complexity and dynamic environments, modern industries are investing in a variety of sensors and data acquisition systems.  ...  Big Data presents a 'gold mine' of this era (21 st century).  ... 
doi:10.1016/b978-0-12-804291-5.00023-4 fatcat:w7iuox5fxraulhfp2ps34udnzq

Event Extraction Based on Deep Learning in Food Hazard Arabic Texts [article]

Fouzi Harrag, Selmene Gueliani
2020 arXiv   pre-print
Event extraction helps to take faster corrective action in natural disasters, and may save lives.  ...  We proposed here a model based on deep recurrent networks to extract the events from social media feeds.  ...  BACKGROUND This Section describes different concepts such as food hazard, social media, data mining, text mining, information extraction and recurrent neural networks. A.  ... 
arXiv:2008.05014v1 fatcat:ghtuhrp2cvdnlcl3bukyihea44

The feasibility of constructing a Predictive Outcome Model for breast cancer using the tools of data mining

Thora Jonsdottir, Ebba Thora Hvannberg, Helgi Sigurdsson, Sven Sigurdsson
2008 Expert systems with applications  
These steps are important in most data mining tasks and it would be time consuming to conduct them manually.  ...  The dataset, Rose, was assembled retroactively for this study and contains data records from 257 women diagnosed with primary breast cancer in Iceland during the years 1996-1998.  ...  Introduction The process of data mining is to find patterns and relationships in the data.  ... 
doi:10.1016/j.eswa.2006.08.029 fatcat:j5q45mvwibdqthelu5hqsjvyru

Predictive process mining by network of classifiers and clusterers: the PEDF model [article]

Amir Mohammad Esmaieeli Sikaroudi, Md Habibor Rahman
2020 arXiv   pre-print
The model requires to extract two sets of data from log files i.e., transition differences, and cumulative features.  ...  To evaluate the performance of the proposed model, it is compared to the Recurrent Neural Network and Sequential Prediction models, and it outperforms them.  ...  In a nutshell, process mining incorporates data mining and process modeling, yielding to live models connected to the business that can be updated as required.  ... 
arXiv:2011.11136v1 fatcat:hbp4qa3jajcurb6rmtdybltjcq

Theoretical foundations [chapter]

1994 Construction and Analysis of Transition Systems with MEC  
Big Data presents a 'gold mine' of this era (21 st century).  ...  In order to cope with system complexity and dynamic environments, modern industries are investing in a variety of sensors and data acquisition systems.  ...  Big Data presents a 'gold mine' of this era (21 st century).  ... 
doi:10.1142/9789814343459_others01 fatcat:y2ay23r6u5gyvl3ci5ocp3ppae

Theoretical Foundations [chapter]

2005 Concept Data Analysis  
Big Data presents a 'gold mine' of this era (21 st century).  ...  In order to cope with system complexity and dynamic environments, modern industries are investing in a variety of sensors and data acquisition systems.  ...  Big Data presents a 'gold mine' of this era (21 st century).  ... 
doi:10.1002/0470011297.ch1 fatcat:bj3lgyak2fabtoo34xttrt74nm

Theoretical Foundations [chapter]

2013 Police and Profiling in the United States  
Big Data presents a 'gold mine' of this era (21 st century).  ...  In order to cope with system complexity and dynamic environments, modern industries are investing in a variety of sensors and data acquisition systems.  ...  Big Data presents a 'gold mine' of this era (21 st century).  ... 
doi:10.1201/b15162-3 fatcat:6sokj4dz6zdfbn7kkhaoeaih4e

Theoretical foundations [chapter]

2007 Equity Valuation Using Multiples  
Big Data presents a 'gold mine' of this era (21 st century).  ...  In order to cope with system complexity and dynamic environments, modern industries are investing in a variety of sensors and data acquisition systems.  ...  Big Data presents a 'gold mine' of this era (21 st century).  ... 
doi:10.1007/978-3-8350-9531-1_3 fatcat:rjsi3h2dfvea3nhstf45by5xly

Theoretical Foundations [chapter]

2015 Engineering Satellite-Based Navigation and Timing  
Big Data presents a 'gold mine' of this era (21 st century).  ...  In order to cope with system complexity and dynamic environments, modern industries are investing in a variety of sensors and data acquisition systems.  ...  Big Data presents a 'gold mine' of this era (21 st century).  ... 
doi:10.1002/9781119141167.app1 fatcat:cqmqzljcajbnzcpcoezzx7ke2q

2. Theoretical Foundations [chapter]

2012 Assignment Problems  
Big Data presents a 'gold mine' of this era (21 st century).  ...  In order to cope with system complexity and dynamic environments, modern industries are investing in a variety of sensors and data acquisition systems.  ...  Big Data presents a 'gold mine' of this era (21 st century).  ... 
doi:10.1137/1.9781611972238.ch2 fatcat:af3swqpi4fcodgzcm5nxpkoplm

2. Theoretical foundations [chapter]

2014 Varieties of English around the world, General series  
Big Data presents a 'gold mine' of this era (21 st century).  ...  In order to cope with system complexity and dynamic environments, modern industries are investing in a variety of sensors and data acquisition systems.  ...  Big Data presents a 'gold mine' of this era (21 st century).  ... 
doi:10.1075/veaw.g48.02ch2 fatcat:66zmcgev3nb5pmyj6oqlmxi25m

Theoretical Foundations [chapter]

1968 Methods in Geochemistry and Geophysics  
Big Data presents a 'gold mine' of this era (21 st century).  ...  In order to cope with system complexity and dynamic environments, modern industries are investing in a variety of sensors and data acquisition systems.  ...  Big Data presents a 'gold mine' of this era (21 st century).  ... 
doi:10.1016/b978-0-444-40698-9.50006-0 fatcat:pbznqy6hfnbtdgdxkeeohq3dtm

Theoretical Foundations [chapter]

2012 Scottish Graduate Series  
Big Data presents a 'gold mine' of this era (21 st century).  ...  In order to cope with system complexity and dynamic environments, modern industries are investing in a variety of sensors and data acquisition systems.  ...  Big Data presents a 'gold mine' of this era (21 st century).  ... 
doi:10.1201/b11865-2 fatcat:csc77m6bz5as3lu24uw3zf6ida

2. Theoretical Foundations [chapter]

2009 Assignment Problems  
Big Data presents a 'gold mine' of this era (21 st century).  ...  In order to cope with system complexity and dynamic environments, modern industries are investing in a variety of sensors and data acquisition systems.  ...  Big Data presents a 'gold mine' of this era (21 st century).  ... 
doi:10.1137/1.9780898717754.ch2 fatcat:axze3loa5rbexdxfx23sbttrby
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