<commit_before>@manual{dijk2007criminal,
  title={Criminal victimisation in international perspective. Key findings from the 2004-2005 ICVS and EU ICS},
  author={<NAME> and Kesteren, <NAME> and <NAME>},
  year={2007},
  publisher={Universit{\"a}t T{\"u}bingen}
}

@article{hanson2010impact,
  title={The impact of crime victimization on quality of life},
  author={<NAME> and <NAME> and Begle, <NAME> and <NAME>},
  journal={Journal of traumatic stress},
  volume={23},
  number={2},
  pages={189--197},
  year={2010},
  publisher={Wiley Online Library}
}

@article{casanueva2008quality,
  title={Quality of maternal parenting among intimate-partner violence victims involved with the child welfare system},
  author={<NAME> and <NAME> and Runyan, <NAME> and <NAME> and <NAME>},
  journal={Journal of family Violence},
  volume={23},
  number={6},
  pages={413--427},
  year={2008},
  publisher={Springer}
}

@phdthesis{polat2007spatio,
  title={Spatio-temporal crime prediction model based on analysis of crime clusters},
  author={<NAME>},
  year={2007},
  school={MIDDLE EAST TECHNICAL UNIVERSITY}
}

@article{bressler2009impact,
  title={The impact of crime on business: A model for prevention, detection \& remedy},
  author={Bressler, <NAME>},
  journal={Journal of management and Marketing Research},
  volume={2},
  pages={1},
  year={2009},
  publisher={Academic and Business Research Institute (AABRI)}
}

@manual{eck2005mapping,
  title={Mapping crime: Understanding hotspots},
  author={<NAME> and Chainey, Spencer and <NAME> and <NAME>},
  year={2005},
  publisher={National Institute of Justice}
}

@inproceedings{brantingham2005modeling,
  title={Modeling Urban Crime Patterns: Viewing Multi-Agent Systems as Abstract State Machines.},
  author={<NAME> and Gl{\"a}sser, Uwe and <NAME> and <NAME> and <NAME>},
  booktitle={Abstract State Machines},
  pages={101--118},
  year={2005}
}

@manual{senate2013criminal,
  title={Criminal Statistics at a Glance},
  author={{Senate of the Philippines}},
  year={2013},
}

@misc{tumulak2015crime,
  title={Crime Modelling and Prediction Using Neural Networks},
  author={Tumulak, <NAME>},
  year={2015},
  school={University of the Philippines Cebu}
}

@article{mburu2014modeling,
  title={Modeling and mapping crime in eastern nairobi, kenya},
  author={Mburu, <NAME>},
  journal={University of Heidelberg},
  year={2014},
  publisher={Citeseer}
}

@article{gerber2014predicting,
  title={Predicting crime using Twitter and kernel density estimation},
  author={<NAME>},
  journal={Decision Support Systems},
  volume={61},
  pages={115--125},
  year={2014},
  publisher={Elsevier}
}

@book{brown2010criminology,
  title={Criminology: Explaining crime and its context},
  author={<NAME> and <NAME>},
  year={2010},
  publisher={Routledge}
}

@article{deng2014deep,
 author = {<NAME> <NAME>},
 title = {Deep Learning: Methods and Applications},
 journal = {Found. Trends Signal Process.},
 issue_date = {June 2014},
 volume = {7},
 number = {3\&\#8211;4},
 month = jun,
 year = {2014},
 issn = {1932-8346},
 pages = {197--387},
 numpages = {191},
 url = {http://dx.doi.org/10.1561/2000000039},
 doi = {10.1561/2000000039},
 acmid = {2692918},
 publisher = {Now Publishers Inc.},
 address = {Hanover, MA, USA},
 keywords = {Artificial intelligence, Autoencoders, Computer vision, Deep learning, Deep neural networks, Deep stacking networks, Hybrid deep networks, Language models, Machine learning, Multi-modal processing, Multi-task learning, Natural language processing, Neural networks, Object recognition, Supervised learning, Unsupervised learning},
} 

@article{schmidhuber2015deep,
  title={Deep learning in neural networks: An overview},
  author={<NAME>},
  journal={Neural Networks},
  volume={61},
  pages={85--117},
  year={2015},
  publisher={Elsevier}
}

@book{santos2012crime,
  title={Crime analysis with crime mapping},
  author={<NAME>},
  year={2012},
  publisher={Sage}
}

@article{razi2005comparative,
  title={A comparative predictive analysis of neural networks (NNs), nonlinear regression and classification and regression tree (CART) models},
  author={<NAME> and <NAME>},
  journal={Expert Systems with Applications},
  volume={29},
  number={1},
  pages={65--74},
  year={2005},
  publisher={Elsevier}
}

@article{huang2006real,
  title={Real-time learning capability of neural networks},
  author={<NAME> and <NAME>},
  journal={Neural Networks, IEEE Transactions on},
  volume={17},
  number={4},
  pages={863--878},
  year={2006},
  publisher={IEEE}
}

@book{patan2008artificial,
  title={Artificial neural networks for the modelling and fault diagnosis of technical processes},
  author={<NAME>},
  year={2008},
  publisher={Springer}
}

@inproceedings{mikolov2010recurrent,
  title={Recurrent neural network based language model.},
  author={<NAME> <NAME>{\`y}, <NAME>},
  booktitle={INTERSPEECH},
  volume={2},
  pages={3},
  year={2010}
}

@article{bengio1994learning,
  title={Learning long-term dependencies with gradient descent is difficult},
  author={<NAME> and <NAME> and <NAME>},
  journal={Neural Networks, IEEE Transactions on},
  volume={5},
  number={2},
  pages={157--166},
  year={1994},
  publisher={IEEE}
}

@article{hochreiter1997long,
  title={Long short-term memory},
  author={<NAME> and <NAME>{\"u}rgen},
  journal={Neural computation},
  volume={9},
  number={8},
  pages={1735--1780},
  year={1997},
  publisher={MIT Press}
}

@misc{olah2015understanding,
  title={Understanding LSTM Networks},
  author={<NAME>},
  year={2015},
  howpublished = {\url{http://colah.github.io/posts/2015-08-Understanding-LSTMs}},
}

@article{perc2013understanding,
  title={Understanding recurrent crime as system-immanent collective behavior},
  author={<NAME>}} and <NAME> and <NAME>},
  journal={PloS one},
  volume={8},
  number={10},
  pages={e76063},
  year={2013},
  publisher={Public Library of Science}
}

@article{guler2005recurrent,
  title={Recurrent neural networks employing Lyapunov exponents for EEG signals classification},
  author={<NAME> and {\"U}<NAME> and G{\"u}ler, {\.I}nan},
  journal={Expert systems with applications},
  volume={29},
  number={3},
  pages={506--514},
  year={2005},
  publisher={Elsevier}
}

@misc{chollet2015keras,
  author = {<NAME>},
  title = {Keras},
  year = {2015},
  publisher = {GitHub},
  journal = {GitHub repository},
  howpublished = {\url{https://github.com/fchollet/keras}}
}

@book{graves2012supervised,
  title={Supervised sequence labelling},
  author={<NAME>},
  year={2012},
  publisher={Springer}
}

@article{chainey2008utility,
  title={The utility of hotspot mapping for predicting spatial patterns of crime},
  author={<NAME> and <NAME> and <NAME>},
  journal={Security Journal},
  volume={21},
  number={1},
  pages={4--28},
  year={2008},
  publisher={Nature Publishing Group}
}
<commit_msg>updated references<commit_after>@manual{dijk2007criminal,
  title={Criminal victimisation in international perspective. Key findings from the 2004-2005 ICVS and EU ICS},
  author={<NAME> and Kesteren, <NAME> and <NAME>},
  year={2007},
  publisher={Universit{\"a}t T{\"u}bingen}
}

@article{hanson2010impact,
  title={The impact of crime victimization on quality of life},
  author={<NAME> and Sawyer, <NAME> and Begle, <NAME> and Hubel, <NAME>},
  journal={Journal of traumatic stress},
  volume={23},
  number={2},
  pages={189--197},
  year={2010},
  publisher={Wiley Online Library}
}

@article{casanueva2008quality,
  title={Quality of maternal parenting among intimate-partner violence victims involved with the child welfare system},
  author={Casanueva, Cecilia and <NAME> and Runyan, <NAME> and <NAME> and Bradley, <NAME>},
  journal={Journal of family Violence},
  volume={23},
  number={6},
  pages={413--427},
  year={2008},
  publisher={Springer}
}

@phdthesis{polat2007spatio,
  title={Spatio-temporal crime prediction model based on analysis of crime clusters},
  author={<NAME>},
  year={2007},
  school={MIDDLE EAST TECHNICAL UNIVERSITY}
}

@article{bressler2009impact,
  title={The impact of crime on business: A model for prevention, detection \& remedy},
  author={Bressler, <NAME>},
  journal={Journal of management and Marketing Research},
  volume={2},
  pages={1},
  year={2009},
  publisher={Academic and Business Research Institute (AABRI)}
}

@manual{eck2005mapping,
  title={Mapping crime: Understanding hotspots},
  author={<NAME> and <NAME> and <NAME>},
  year={2005},
  publisher={National Institute of Justice}
}

@inproceedings{brantingham2005modeling,
  title={Modeling Urban Crime Patterns: Viewing Multi-Agent Systems as Abstract State Machines.},
  author={<NAME> and Gl{\"a}sser, Uwe and <NAME> and <NAME> and <NAME>},
  booktitle={Abstract State Machines},
  pages={101--118},
  year={2005}
}

@manual{senate2013criminal,
  title={Criminal Statistics at a Glance},
  author={{Senate of the Philippines}},
  year={2013},
}

@misc{tumulak2015crime,
  title={Crime Modelling and Prediction Using Neural Networks},
  author={<NAME>},
  year={2015},
  school={University of the Philippines Cebu}
}

@article{mburu2014modeling,
  title={Modeling and mapping crime in eastern nairobi, kenya},
  author={Mburu, <NAME>},
  journal={University of Heidelberg},
  year={2014},
  publisher={Citeseer}
}

@article{gerber2014predicting,
  title={Predicting crime using Twitter and kernel density estimation},
  author={Gerber, <NAME>},
  journal={Decision Support Systems},
  volume={61},
  pages={115--125},
  year={2014},
  publisher={Elsevier}
}

@book{brown2010criminology,
  title={Criminology: Explaining crime and its context},
  author={Brown, <NAME> and <NAME>},
  year={2010},
  publisher={Routledge}
}

@article{deng2014deep,
 author = {<NAME> <NAME>ong},
 title = {Deep Learning: Methods and Applications},
 journal = {Found. Trends Signal Process.},
 issue_date = {June 2014},
 volume = {7},
 number = {3\&\#8211;4},
 month = jun,
 year = {2014},
 issn = {1932-8346},
 pages = {197--387},
 numpages = {191},
 url = {http://dx.doi.org/10.1561/2000000039},
 doi = {10.1561/2000000039},
 acmid = {2692918},
 publisher = {Now Publishers Inc.},
 address = {Hanover, MA, USA},
 keywords = {Artificial intelligence, Autoencoders, Computer vision, Deep learning, Deep neural networks, Deep stacking networks, Hybrid deep networks, Language models, Machine learning, Multi-modal processing, Multi-task learning, Natural language processing, Neural networks, Object recognition, Supervised learning, Unsupervised learning},
} 

@article{schmidhuber2015deep,
  title={Deep learning in neural networks: An overview},
  author={<NAME>},
  journal={Neural Networks},
  volume={61},
  pages={85--117},
  year={2015},
  publisher={Elsevier}
}

@book{santos2012crime,
  title={Crime analysis with crime mapping},
  author={<NAME>},
  year={2012},
  publisher={Sage}
}

@article{razi2005comparative,
  title={A comparative predictive analysis of neural networks (NNs), nonlinear regression and classification and regression tree (CART) models},
  author={<NAME> and <NAME>},
  journal={Expert Systems with Applications},
  volume={29},
  number={1},
  pages={65--74},
  year={2005},
  publisher={Elsevier}
}

@article{huang2006real,
  title={Real-time learning capability of neural networks},
  author={<NAME> and <NAME>},
  journal={Neural Networks, IEEE Transactions on},
  volume={17},
  number={4},
  pages={863--878},
  year={2006},
  publisher={IEEE}
}

@book{patan2008artificial,
  title={Artificial neural networks for the modelling and fault diagnosis of technical processes},
  author={<NAME>},
  year={2008},
  publisher={Springer}
}

@inproceedings{mikolov2010recurrent,
  title={Recurrent neural network based language model.},
  author={<NAME> <NAME> <NAME> Cernock{\`y}, <NAME> <NAME>},
  booktitle={INTERSPEECH},
  volume={2},
  pages={3},
  year={2010}
}

@article{bengio1994learning,
  title={Learning long-term dependencies with gradient descent is difficult},
  author={<NAME> and <NAME> and <NAME>},
  journal={Neural Networks, IEEE Transactions on},
  volume={5},
  number={2},
  pages={157--166},
  year={1994},
  publisher={IEEE}
}

@article{hochreiter1997long,
  title={Long short-term memory},
  author={<NAME> and <NAME>{\"u}rgen},
  journal={Neural computation},
  volume={9},
  number={8},
  pages={1735--1780},
  year={1997},
  publisher={MIT Press}
}

@misc{olah2015understanding,
  title={Understanding LSTM Networks},
  author={<NAME>},
  year={2015},
  howpublished = {\url{http://colah.github.io/posts/2015-08-Understanding-LSTMs}},
}

@article{perc2013understanding,
  title={Understanding recurrent crime as system-immanent collective behavior},
  author={<NAME>}} and <NAME> and <NAME>},
  journal={PloS one},
  volume={8},
  number={10},
  pages={e76063},
  year={2013},
  publisher={Public Library of Science}
}

@article{guler2005recurrent,
  title={Recurrent neural networks employing Lyapunov exponents for EEG signals classification},
  author={G{\"u}ler, <NAME> and {\"<NAME> and <NAME>},
  journal={Expert systems with applications},
  volume={29},
  number={3},
  pages={506--514},
  year={2005},
  publisher={Elsevier}
}

@misc{chollet2015keras,
  author = {<NAME>},
  title = {Keras},
  year = {2015},
  publisher = {GitHub},
  journal = {GitHub repository},
  howpublished = {\url{https://github.com/fchollet/keras}}
}

@book{graves2012supervised,
  author    = {<NAME>},
  title     = {Supervised Sequence Labelling with Recurrent Neural Networks},
  series    = {Studies in Computational Intelligence},
  volume    = {385},
  publisher = {Springer},
  year      = {2012},
  url       = {http://dx.doi.org/10.1007/978-3-642-24797-2},
  doi       = {10.1007/978-3-642-24797-2},
  isbn      = {978-3-642-24796-5},
  timestamp = {Tue, 20 Mar 2012 09:00:13 +0100},
}

@article{chainey2008utility,
  title={The utility of hotspot mapping for predicting spatial patterns of crime},
  author={<NAME> and <NAME> and <NAME>},
  journal={Security Journal},
  volume={21},
  number={1},
  pages={4--28},
  year={2008},
  publisher={Nature Publishing Group}
}

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