%       new references
%   #0
@inproceedings{ciaccia1997indexing,
  title={Indexing metric spaces with m-tree.},
  author={Ciaccia, Paolo and Patella, Marco and Rabitti, Fausto and Zezula, Pavel},
  booktitle={SEBD},
  volume={97},
  pages={67--86},
  year={1997}
}

%   #1
%   has paragraph in Related Works
%   has schetch in proposed approach relative to voteK
@article{malika2014nbclust,
author = {Charrad, Malika and Ghazzali, Nadia and Boiteau, Véronique and Niknafs, Azam},
year = {2014},
month = {10},
pages = {1-36},
title = {NbClust: An R Package for Determining the Relevant Number of Clusters in a Data Set},
volume = {61},
journal = {Journal of Statistical Software}
}

%   #2
%   has paragraph in Related Works
@article{hermes2019leac,
author = {Robles, Hermes and Zafra, Amelia and Fardoun, Habib and Ventura, Sebastian},
year = {2019},
month = {05},
pages = {},
title = {LEAC: An efficient library for clustering with evolutionary algorithms},
journal = {Knowledge-Based Systems}
}

%   3
%   has paragraph in Related Works
@inproceedings{deves2018scalable,
  title={Scalable real-time shadows using clustering and metric trees},
  author={Deves, Fran{\c{c}}ois and Mora, Fr{\'e}d{\'e}ric and Aveneau, Lilian and Ghazanfarpour, Djamchid},
  year={2018}
}

%   4
%   has sketch in Related Works
@article{deng2019anovel,
author = {Deng, Jiangzhou and Guo, Junpeng and Wang, Yong},
year = {2019},
month = {03},
pages = {},
title = {A Novel K-medoids clustering recommendation algorithm based on probability distribution for collaborative filtering},
journal = {Knowledge-Based Systems}
}

%   5
%   has sketch in Related Works
@article{putri2019chronoclust,
author = {H. Putri, Givanna and N. Read, Mark and Koprinska, Irena and Singh, Deeksha and Röhm, Uwe and Ashhurst, Thomas and King, Nicholas},
year = {2019},
month = {02},
pages = {},
title = {ChronoClust: Density-based clustering and cluster tracking in high-dimensional time-series data},
volume = {174},
journal = {Knowledge-Based Systems}
}

%   6
%   has sketch in Related Works
@article{tianming2005clustering,
author = {Hu, Tianming and Yuan Sung, Sam},
year = {2005},
month = {09},
pages = {139-148},
title = {Clustering spatial data with a hybrid EM approach},
volume = {8},
journal = {Pattern Anal. Appl.}
}

%   7
%   has sketch in Related Works
@article{garciakamont2018automatic,
author = {Garcia-Lamont, Farid and Cervantes, Jair and Lopez-Chau, Asdrubal and Yee-Rendon, Arturo},
year = {2018},
month = {07},
pages = {},
title = {Automatic computing of number of clusters for color image segmentation employing fuzzy c-means by extracting chromaticity features of colors},
journal = {Pattern Analysis and Applications}
}

%   8
%   has sketch in Related Works
@article{zhou2019automatic,
author = {Zhou, Shibing and Xu, Zhenyuan},
year = {2019},
month = {02},
pages = {},
title = {Automatic grayscale image segmentation based on Affinity Propagation clustering},
journal = {Pattern Analysis and Applications}
}

%   9 
%   has paragraph in Related Work
@article{adolfsson2019cluster,
  title={To cluster, or not to cluster: An analysis of clusterability methods},
  author={Adolfsson, Andreas and Ackerman, Margareta and Brownstein, Naomi C},
  journal={Pattern Recognition},
  volume={88},
  pages={13--26},
  year={2019},
  publisher={Elsevier}
}

%   10
%   has a schetch in Related Work
@article{wang2009adaptive,
author = {Wang, Zhimin and Soh, Y.C. and Song, Q and Sim, Kang},
year = {2009},
month = {09},
pages = {2029-2044},
title = {Adaptive spatial information-theoretic clustering for image segmentation},
journal = {Pattern Recognition}
}

%   11
%   needs paragraph [if needed]
@article{chen2018structured,
author = {Chen, Huazhu and Wang, Weiwei and Feng, Xiangchu},
year = {2018},
month = {05},
pages = {},
title = {Structured Sparse Subspace Clustering with Grouping-Effect-Within-Cluster},
volume = {83},
journal = {Pattern Recognition}
}

%   12
%   needs paragraph [if needed]
@inproceedings{kim2016aneigenvalue,
author = {Kim, Sung-Hwan and Lee, Da-Young and Cho, Hwan-Gue},
year = {2016},
month = {01},
pages = {207-214},
title = {An eigenvalue-based pivot selection strategy for improving search efficiency in metric spaces}
}

%   13
%   has paraghraph in Introduction
@inproceedings{von2012clustering,
  title={Clustering: Science or art?},
  author={Von Luxburg, Ulrike and Williamson, Robert C and Guyon, Isabelle},
  booktitle={Proceedings of ICML Workshop on Unsupervised and Transfer Learning},
  pages={65--79},
  year={2012}
}

%   Related works: one phrase is needed for jain1996image
@article{jain1996image,
    title = {Image retrieval using color and shape},
    author = {Jain, K. Anil and Vailaya, Aditya},
    journal = {Pattern Recognition},
    volume = {29},
    number = {8},
    pages = {1233--1244},
    year = {1996},
    publisher={Elsevier}
}

@book{zezula2006similarity,
  title={Similarity search: the metric space approach},
  author={Zezula, Pavel and Amato, Giuseppe and Dohnal, Vlastislav and Batko, Michal},
  volume={32},
  year={2006},
  publisher={Springer Science \& Business Media}
}

@article{uhlmann1991satisfying,
  title={Satisfying general proximity/similarity queries with metric trees},
  author={Uhlmann, Jeffrey K},
  journal={Information processing letters},
  volume={40},
  number={4},
  pages={175--179},
  year={1991},
  publisher={Elsevier}
}

@book{edelsbrunner2012algorithms,
  title={Algorithms in combinatorial geometry},
  author={Edelsbrunner, Herbert},
  volume={10},
  year={2012},
  publisher={Springer Science \& Business Media}
}

@misc{ciurez2019mtreeclientcode,
  author = {Ciurez, Marius Andrei},
  title = {MTree client code},
  year = {2019},
  publisher = {GitHub},
  howpublished = {\url{https://github.com/kyko007/Cordoba/tree/master/MTree}}
}

@inproceedings{arthur2007k,
  title={k-means++: The advantages of careful seeding},
  author={Arthur, David and Vassilvitskii, Sergei},
  booktitle={Proceedings of the eighteenth annual ACM-SIAM symposium on Discrete algorithms},
  pages={1027--1035},
  year={2007},
  organization={Society for Industrial and Applied Mathematics}
}

%   IDEAL paper
@inproceedings{ciurez2018improved,
  title={Improved Architectural Redesign of MTree Clusterer in the Context of Image Segmentation},
  author={Ciurez, Marius Andrei and Mihaescu, Marian Cristian},
  booktitle={International Conference on Intelligent Data Engineering and Automated Learning},
  pages={99--106},
  year={2018},
  organization={Springer}
}

%    from IDEAL paper

%   1
@article{silva2016hybrid,
  title={Hybrid analysis for indicating patients with breast cancer using temperature time series},
  author={Silva, Lincoln F and Santos, Alair Augusto SMD and Bravo, Renato S and Silva, Arist{\'o}fanes C and Muchaluat-Saade, D{\'e}bora C and Conci, Aura},
  journal={Computer methods and programs in biomedicine},
  volume={130},
  pages={142--153},
  year={2016},
  publisher={Elsevier}
}

%   2
@inproceedings{goswami2013brain,
  title={Brain tumour detection using unsupervised learning based neural network},
  author={Goswami, Suchita and Bhaiya, Lalit Kumar P},
  booktitle={2013 International Conference on Communication Systems and Network Technologies},
  pages={573--577},
  year={2013},
  organization={IEEE}
}

%   3
@book{gan2007data,
  title={Data clustering: theory, algorithms, and applications},
  author={Gan, Guojun and Ma, Chaoqun and Wu, Jianhong},
  volume={20},
  year={2007},
  publisher={Siam}
}

%   4
@inproceedings{minarro2015knowledge,
  title={Knowledge Extraction from MEDLINE by Combining Clustering with Natural Language Processing},
  author={Mi{\~n}arro-Gim{\'e}nez, Jose A and Kreuzthaler, Markus and Schulz, Stefan},
  booktitle={AMIA Annual Symposium Proceedings},
  volume={2015},
  pages={915},
  year={2015},
  organization={American Medical Informatics Association}
}

%   5
@inproceedings{di2012fully,
  title={A fully distributed communication-based approach for spatial clustering in robotic swarms},
  author={Di Caro, Gianni A and Ducatelle, Frederick and Gambardella, L},
  booktitle={Proceedings of the 2nd Autonomous Robots and Multirobot Systems Workshop (ARMS), affiliated with the 11th International Conference on Autonomous Agents and Multiagent Systems (AAMAS)(Valencia, Spain, June 5)},
  pages={153--171},
  year={2012},
  organization={Citeseer}
}

%   6
@inproceedings{gauci2014clustering,
  title={Clustering objects with robots that do not compute},
  author={Gauci, Melvin and Chen, Jianing and Li, Wei and Dodd, Tony J and Gross, Roderich},
  booktitle={Proceedings of the 2014 international conference on Autonomous agents and multi-agent systems},
  pages={421--428},
  year={2014},
  organization={International Foundation for Autonomous Agents and Multiagent Systems}
}

%   7
@article{mihaescu2012using,
  title={Using M tree data structure as unsupervised classification method},
  author={Mihaescu, Marian Cristian and Burdescu, Dumitru Dan},
  journal={Informatica},
  volume={36},
  number={2},
  year={2012}
}

%   8
@article{eibe2016weka,
  title={The WEKA Workbench. Online Appendix for Data Mining: Practical Machine Learning Tools and Techniques},
  author={Eibe, Frank and Hall, MA and Witten, IH},
  journal={Morgan Kaufmann},
  year={2016}
}

%   9
@misc{MTree_Clusterer_weka_package,
  author = {Mihaescu, Marian Cristian},
  title = {MTree Clusterer},
  url = {http://weka.sourceforge.net/packageMetaData/MTreeClusterer/index.html},
  note = {Accessed: 2019-05-30}
}

%   10
@article{rodrigues2017k,
  title={K-MS: a novel clustering algorithm based on morphological reconstruction},
  author={Rodrigues, {\'E}rick Oliveira and Torok, Leonardo and Liatsis, Panos and Viterbo, Jos{\'e} and Conci, Aura},
  journal={Pattern Recognition},
  volume={66},
  pages={392--403},
  year={2017},
  publisher={Elsevier}
}


%   11
@misc{rebedeanews,
  title={News Web Portal based on Natural Language Processing},
  author={Rebedea, Traian and Chiru, Costin-Gabriel and Tr{\u{a}}u{\c{s}}an-Matu, {\c{S}}tefan}
}

%   12
@article{dhanachandra2015image,
  title={Image segmentation using K-means clustering algorithm and subtractive clustering algorithm},
  author={Dhanachandra, Nameirakpam and Manglem, Khumanthem and Chanu, Yambem Jina},
  journal={Procedia Computer Science},
  volume={54},
  pages={764--771},
  year={2015},
  publisher={Elsevier}
}

%   13
@inproceedings{chang2017deep,
  title={Deep adaptive image clustering},
  author={Chang, Jianlong and Wang, Lingfeng and Meng, Gaofeng and Xiang, Shiming and Pan, Chunhong},
  booktitle={Proceedings of the IEEE International Conference on Computer Vision},
  pages={5879--5887},
  year={2017}
}

%   14
@inproceedings{maheshwari2009image,
  title={Image clustering using color and texture},
  author={Maheshwari, Manish and Silakari, Sanjay and Motwani, Mahesh},
  booktitle={Computational Intelligence, Communication Systems and Networks},
  pages={403--408},
  year={2009},
  publisher={IEEE}
}

%   15
@inproceedings{caldelli2011fast,
author = {Caldelli, Roberto and Amerini, Irene and Picchioni, Francesco and Innocenti, Mario},
year = {2011},
month = {01},
pages = {1 - 5},
title = {Fast image clustering of unknown source images},
journal = {IEEE WIFS},
doi = {10.1109/WIFS.2010.5711454}
}

%   16
@article{dash2016image,
author = {Dash, Abhisek and Chatterjee, Sujoy and Prasad, Tripti and Bhattacharyya, Malay},
journal   = {CoRR},
year = {2016},
month = {10},
pages = {},
title = {Image Clustering without Ground Truth}
}

%   17
@incollection{guha2016clustering,
  author    = {Guha, Sudipto and Mishra, Nina },
  title     = {Clustering Data Streams},
  booktitle = {Data Stream Management - Processing High-Speed Data Streams},
  editor    = {Minos N. Garofalakis and Johannes Gehrke and Rajeev Rastogi},
  publisher = {Springer},
  pages     = {169--187},
  year      = {2016}
}

%   18
@article{esmin2015areview,
  author    = {Esmin, Ahmed Ali Abdalla and Coelho, Rodrigo A. and Matwin, Stan},
  title     = {A review on particle swarm optimization algorithm and its variants                to clustering high-dimensional data},
  journal   = {Artif. Intell. Rev.},
  volume    = {44},
  number    = {1},
  pages     = {23--45},
  year      = {2015}
}

%   19
@article{ozturkHK2015dynamic,
  author    = {Ozturk, Celal and Hancer, Emrah and Karaboga, Dervis},
  title     = {Dynamic clustering with improved binary artificial bee colony algorithm},
  journal   = {Appl. Soft Comput.},
  volume    = {28},
  pages     = {69--80},
  year      = {2015}
}

%   20
@inproceedings{milan2015joint,
  author    = {Milan, Anton and Leal{-}Taix{\'{e}}, Laura and Schindler, Konrad and Reid, Ian D.},
  title     = {Joint tracking and segmentation of multiple targets},
  booktitle = {{IEEE} Conference on Computer Vision and Pattern Recognition, {CVPR}
               2015, Boston, MA, USA, June 7-12, 2015},
  pages     = {5397--5406},
  year      = {2015}
}

%   22
@article{gonzales2017formal,
  author    = {Gonz{\'{a}}les, {\'{A}}ngel Castellanos and Cigarr{\'{a}}n, Juan Manuel and Garc{\'{\i}}a{-}Serrano, Ana},
  title     = {Formal concept analysis for topic detection: {A} clustering quality experimental analysis},
  journal   = {Inf. Syst.},
  volume    = {66},
  pages     = {24--42},
  year      = {2017}
}

%   23
@article{santos2015categorical,
  author    = {dos Santos, Tiago Rodrigues Lopes and Z{\'{a}}rate, Luis E.},
  title     = {Categorical data clustering: What similarity measure to recommend?},
  journal   = {Expert Syst. Appl.},
  volume    = {42},
  number    = {3},
  pages     = {1247--1260},
  year      = {2015}
}



%   24
@article{fahad2014asurvey,
  author    = {Fahad, Adil and Alshatri, Najlaa and Tari, Zahir and Alamri, Abdullah and Khalil, Ibrahim and Zomaya, Albert Y. and Foufou, Sebti and Bouras, Abdelaziz},
  title     = {A Survey of Clustering Algorithms for Big Data: Taxonomy and Empirical Analysis},
  journal   = {{IEEE} Trans. Emerging Topics Comput.},
  volume    = {2},
  number    = {3},
  pages     = {267--279},
  year      = {2014}
}

%   dim2 dataset 
@article{karkkainen2007gradual,
  title={Gradual model generator for single-pass clustering},
  author={K{\"a}rkk{\"a}inen, Ismo and Fr{\"a}nti, Pasi},
  journal={Pattern Recognition},
  volume={40},
  number={3},
  pages={784--795},
  year={2007},
  publisher={Elsevier}
}

%   unbalance dataset
@article{rezaei2016set,
  title={Set matching measures for external cluster validity},
  author={Rezaei, Mohammad and Fr{\"a}nti, Pasi},
  journal={IEEE Transactions on Knowledge and Data Engineering},
  volume={28},
  number={8},
  pages={2173--2186},
  year={2016},
  publisher={IEEE}
}
%   Clustering basic benchmark, http://cs.joensuu.fi/sipu/datasets/ 
@misc{ClusteringDatasets,
    author = {Pasi Fr\"anti and Sami Sieranoja},
    title = {K-means properties on six clustering benchmark datasets},
    year = {2018},
    volume  = {48},
    number  = {12},
    pages   = {4743--4759},
    url = {http://cs.uef.fi/sipu/datasets/},
}

@misc{blake1998uci,
  title={UCI repository of machine learning databases, 1998},
  author={Blake, Catherine L and Merz, Christopher J},
  year={1998}
}




