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Data mining framework
ELKI (Environment for Developing KDD-Applications Supported by Index-Structures) is a data mining (KDD, knowledge discovery in databases) software framework
ELKI
U.S. state
Amendment, women were voting in New Jersey". Washington Post. Klinghoffer and Elkis ("The Petticoat Electors: Women's Suffrage in New Jersey, 1776–1807", Journal
New_Jersey
Christian denomination founded 1949
Italien, abbreviated CELI or ELKI) is a Protestant denomination in the Lutheran tradition in Italy. Founded in 1949, the CELI/ELKI, which includes both German-
Evangelical Lutheran Church in Italy
Evangelical_Lutheran_Church_in_Italy
Australian actor
2025. Witt has a sister, a pop musician, who performs under the stage name, ELKI. "Shanahan | Rowan Witt" (PDF). shanahan.com.au. Retrieved 27 April 2026
Rowan_Witt
Name list
English: /ˈɛlkə/ Elka: German: [ˈɛlka], English: /ˈɛlkə/ Elkie: English: /ˈɛlki/ Alke: German: [ˈalkə] Gender Female Language Low German and East Frisian
Elke
Russian composer
Boris Elkis is a Russian composer. He has studied at the Gnessins music academy. A Perfect Getaway - original music Street Kings - music programmer Darfur
Boris_Elkis
Object-oriented programming language
BioJava BlueCove Bouncy Castle Cascading CruiseControl Deeplearning4j Drools ELKI EHCache EJML Elasticsearch Google Gson Google Guava H2 Database Engine HSQLDB
Java_(programming_language)
2009 film by David Twohy
at IMDb A Perfect Getaway at Rotten Tomatoes "Interview with composer Boris Elkis". Scorenotes.com. Archived from the original on December 31, 2009.
A_Perfect_Getaway
1988 film
Marner as Princess Vera Yossi Graber as the King Amnon Meskin as the Ogre Elki Jacobs as Lady Clara Michael Schneider as Walpole "Prologue" Music by Michael
Puss_in_Boots_(1988_film)
Subset of artificial intelligence
Spark MLlib Apache SystemDS Caffe CatBoost Deeplearning4j DeepSpeed Dlib ELKI Flux.jl Gensim Google JAX H2O Infer.NET JASP Jubatus Keras Kubeflow LIBSVM
Machine_learning
Municipality in Şırnak, Turkey
Beytüşşebap (Kurdish: Elkî) is a town and seat of Beytüşşebap District of Şırnak Province in Turkey. The town had a population of 6,367 in 2023. It is
Beytüşşebap
Mental disorder with psychotic symptoms
39 (5): 962–5. doi:10.1093/schbul/sbt034. PMC 3756791. PMID 23512950. Elkis H, Buckley PF (June 2016). "Treatment-Resistant Schizophrenia". The Psychiatric
Schizophrenia
Method of data analysis
Analytica – The built-in EigenDecomp function computes principal components. ELKI – includes PCA for projection, including robust variants of PCA, as well
Principal_component_analysis
Data structures used in spatial indexing
Visualization of an R*-tree for 3D points using ELKI (the cuboids are directory pages)
R-tree
Concept in statistics
Bayesian Journey-to-crime estimate. In ELKI, kernel density functions can be found in the package de.lmu.ifi.dbs.elki.math.statistics.kernelfunctions In ESRI
Kernel_density_estimation
German computer scientist
dimensionality. He is one of the founders and core developers of the open-source ELKI data mining framework. "SIGKDD Awards : 2015 SIGKDD Innovation Award: Hans-Peter
Arthur_Zimek
image segmentation Dlib — C++ machine learning and computer vision library ELKI — data mining and unsupervised learning software fastText — Word embeddings
Lists of open-source artificial intelligence software
Lists_of_open-source_artificial_intelligence_software
Suite of machine learning software written in Java
Environment for DeveLoping KDD-Applications Supported by Index-Structures (ELKI) is a similar project to Weka with a focus on cluster analysis, i.e., unsupervised
Weka_(software)
Iterative method for finding maximum likelihood estimates in statistical models
the observed data. In the first iterations, the model changes substantially, but then converges to the two modes of the geyser. Visualized using ELKI.
Expectation–maximization algorithm
Expectation–maximization_algorithm
Vector quantization algorithm minimizing the sum of squared deviations
algorithms, one of which allows the user to define the starting locations. ELKI contains k-means (with Lloyd and MacQueen iteration, along with different
K-means_clustering
Environment for DeveLoping KDD-Applications Supported by Index-Structures (ELKI) a software framework for developing data mining algorithms in Java Epi Info
List_of_statistical_software
Clustering algorithm minimizing the sum of distances to k representatives
print(kmedoids.labels_) print("Selected medoids: ", kmedoids.medoid_indices_) ELKI provides several k-medoid variants, including a Voronoi-iteration k-medoids
K-medoids
Technique for dimensionality reduction
one of the original authors. The R package Rtsne implements t-SNE in R. ELKI contains tSNE, also with Barnes-Hut approximation scikit-learn, a popular
T-distributed stochastic neighbor embedding
T-distributed_stochastic_neighbor_embedding
Data structure used for indexing spatial information
R*-Tree built by repeated insertion (in ELKI). There is little overlap in this tree, resulting in good query performance. Red and blue MBRs are index pages
R*-tree
Density-based data clustering algorithm
contains a Java implementation of the algorithm running in quadratic time. ELKI offers an implementation of DBSCAN as well as GDBSCAN and other variants
DBSCAN
Data science software
provided. Weka – machine-learning algorithms that can be integrated in KNIME ELKI – data mining framework with many clustering algorithms Keras – neural network
KNIME
movement Women's suffrage in the United States Klinghoffer, Judith Apter; Elkis, Lois (1992). "'The Petticoat Electors': Women's Suffrage in New Jersey
Timeline of voting rights in the United States
Timeline_of_voting_rights_in_the_United_States
Environment for DeveLoping KDD-Applications Supported by Index-Structures (ELKI) – data mining software framework written in Java with a focus on clustering
List of free and open-source software packages
List_of_free_and_open-source_software_packages
Algorithm for anomaly detection
LOF scores as visualized by ELKI. While the upper right cluster has a comparable density to the outliers close to the bottom left cluster, they are detected
Local_outlier_factor
Algorithm in data mining
implementations for k-means and k-means++. Apache Commons Math contains k-means++ ELKI data-mining framework contains multiple k-means variations, including k-means++
K-means++
E. King 2002 Yes Cross-platform C++ C++, Python Yes No Yes No Yes Yes ELKI ELKI project 2010 Yes Cross-platform Java Java Yes Yes No No No Yes fastText
Comparison of machine learning software
Comparison_of_machine_learning_software
Nations Development Group for monitoring and analyzing human development. ELKI – Data mining framework in Java with data mining oriented visualization functions
Data_analysis
French poker player and electronic sports player
[bɛʁtʁɑ̃ ɡʁopɛlje]; born 8 February 1981 in Melun), also known as ElkY /ˈɛlki/, is a French poker player and former StarCraft: Brood War and Warcraft
ElkY
Province in Coquimbo, Chile
Elqui Province (Spanish: Provincia de Elqui [ˈelki]) is a province in the Coquimbo Region of Chile. Its capital is Coquimbo. Spread over an area of 16
Elqui_Province
2002, p. 159. Ratcliffe 2013, p. 230. Appleby 2003, p. 83. Klinghoffer & Elkis 1992, p. 160. Ratcliffe 2013, p. 247. Ratcliffe 2013, p. 235. Evans 1917
1804 United States presidential election
1804_United_States_presidential_election
Process of analyzing large data sets
framework. Chemicalize.org: A chemical structure miner and web search engine. ELKI: A university research project with advanced cluster analysis and outlier
Data_mining
Environment for DeveLoping KDD-Applications Supported by Index-Structures (ELKI) a software framework for developing data mining algorithms in Java. GAUSS
List of numerical-analysis software
List_of_numerical-analysis_software
Statistics dataset
Unsatisfactory k-means clustering (the data cannot be clustered into the known classes) and actual species visualized using ELKI
Iris_flower_data_set
Statistical method in data analysis
complete-link, Ward) in C++ and C# with O(n²) memory and O(n³) run time. ELKI includes multiple hierarchical clustering algorithms, various linkage strategies
Hierarchical_clustering
1999 Israeli TV series or program
Lanny Ravich Johanan Herson as Sneakly Snakely Don Futterman Pnina Isseroff Elki Jacobs as Gwendola Goose Amy Greenbaum Kohn Linda Lovitch as Ralph's Wife
Grabbit_the_Rabbit
List of programming software
BioJava BlueCove Bouncy Castle Cascading CruiseControl Deeplearning4j Drools ELKI EHCache EJML Elasticsearch Google Gson Google Guava H2 Database Engine HSQLDB
List_of_JVM_languages
Proprietary Dataplot Alan Heckert 2013 (2013) Yes Public domain CLI, GUI Fortran ELKI LMU Munich 0.7.5 (15 February 2019 (2019-02-15)) Yes AGPL CLI, GUI Java Shell
Comparison of statistical packages
Comparison_of_statistical_packages
Algorithm for finding density based clusters in spatial data
of OPTICS, OPTICS-OF, DeLi-Clu, HiSC, HiCO and DiSH are available in the ELKI data mining framework (with index acceleration for several distance functions
OPTICS_algorithm
Atypical antipsychotic medication
doi:10.1517/14656560802532707. PMID 19040345. S2CID 71240383. Meltzer HY, Elkis H, Vanover K, Weiner DM, van Kammen DP, Peters P, et al. (November 2012)
Pimavanserin
Approach in data analysis
explanation: the sample would be normal if it were moved to that location. ELKI is an open-source Java data mining toolkit that contains several anomaly
Anomaly_detection
Cluster analysis algorithm
intensive than both k-means and k-medians, especially on large datasets. ELKI includes various k-means variants, including k-medians. FORTRAN kmedians
K-medians_clustering
build tool (dbt) Examples of Data mining tools. Carrot2 Chemicalize.org ELKI General Architecture for Text Engineering (Gate) KNIME MOA mlpack NLTK OpenNN
List_of_data_science_software
Tree data structure
2D M-Tree visualized using ELKI. Every blue sphere (leaf) is contained in a red sphere (directory nodes). Leaves overlap, but not too much; directory nodes
M-tree
Christopher Walken, Jason Connery, Carmela Marner, Yossi Graber, Amnon Meskin, Elki Jacobs, Michael Schneider 15 Bull Durham Orion Pictures Ron Shelton (director/screenplay);
List of American films of 1988
List_of_American_films_of_1988
Overview of and topical guide to machine learning
Markov compression Dynamic topic model Dynamic unobserved effects model EDLUT ELKI Edge recombination operator Effective fitness Elastic map Elastic matching
Outline_of_machine_learning
1994 American film
Adalist as Reinhard Krieger Ezere Atar as Bezi Jack Messinger as Mahoney Elki Jackobs as Mort Nico Nitai as Friar Ori Levy as Rabbi Mordechai Shindler
Hellbound_(film)
Tekka, where Erza is mistaken for a local celebrity named Elkis, who looks identical to her. Elkis approaches the team and, to explain the situation, brings
List of Fairy Tail: 100 Years Quest episodes
List_of_Fairy_Tail:_100_Years_Quest_episodes
Set of related ordination techniques used in information visualization
assessment of stability, and the proportional variance of each axis (r-square). ELKI includes two MDS implementations. MATLAB includes two MDS implementations
Multidimensional_scaling
Hong Kong singer and actress (born 1998)
庄锭欣 Hanyu Pinyin Zhuāng Dìngxīn Yale Romanization Jōng Ding-yān Jyutping Zong1 Ding3-jan1 Korean stage name Hangul 엘키 RR Elki MR Elk'i Musical artist
Elkie_Chong
search engine with an HTTP web interface and schema-free JSON documents. ELKI Data mining FreeMarker Template Java-based Template Engine, originally focusing
List_of_Java_frameworks
Chart displaying multivariate data
this visualization is available as extension to the data mining software ELKI. However, the visualization is harder to interpret and interact with than
Parallel_coordinates
1998 film directed by Bruce Brown
Taraji Henson Edited by Bruce Brown Dion W. Hicks (assist.) Music by Boris Elkis Distributed by Black Film Distributor Release date 1998 (1998) (Direct-to-VHS)
Streetwise_(1998_film)
Predictive chemical model
Archived from the original on 2017-12-19. Retrieved 2016-03-24. 9. Elki k-NN "ELKI Data Mining Framework". Archived from the original on 2016-11-19. 10
Quantitative structure–activity relationship
Quantitative_structure–activity_relationship
Mathematical technique
algorithm can be found in machine learning and image processing packages: ELKI. Java data mining tool with many clustering algorithms. ImageJ. Image filtering
Mean_shift
2003 soundtrack album by Various artists
A&R Jessica Dolinger – music clearance Adam Dutkiewicz – mixing (2) Boris Elkis – programming Anders Fridén – mixing (18) Mike Gitter – A&R Ben Grosse –
Freddy_vs._Jason_(soundtrack)
Russian film, theater and TV actress (born 1978)
(English title: And in the Morning They Woke Up)(Russia, 2003) as Ket Dvoe u elki, ne schitaya sobaki (Russia, 2005) as Sasha My iz budushchego (English title:
Ekaterina_Klimova
Overview of and topical guide to Java
BioJava BlueCove Bouncy Castle Cascading CruiseControl Deeplearning4j Drools ELKI EHCache EJML Elasticsearch Google Gson Google Guava H2 Database Engine HSQLDB
Outline of the Java programming language
Outline_of_the_Java_programming_language
openFrameworks P5.js Processing Pure Data SuperCollider Google Colab Kaggle ELKI Google Colab Kaggle KNIME Orange Tanagra Weka Gazebo (simulator) NLTK Robot
List of free educational software
List_of_free_educational_software
Algorithm in data mining
economy between 1997 and 2017. A Java implementation is included in the ELKI data mining framework. A Julia implementation of affinity propagation is
Affinity_propagation
Kissin (born 1971) Sergej Newski (born 1972) Lera Auerbach (born 1973) Boris Elkis (born 1973) Irina Emeliantseva (born 1973) Olesya Rostovskaya (born 1975)
Chronological list of Russian classical composers
Chronological_list_of_Russian_classical_composers
2004 film directed by Bruce Brown
Tim Taylor, Raymond Daniels, and Big G. The music is by composer Boris Elkis. The film is a sequel to the 1998 film Streetwise, and it previewed at the
Divided_City_(film)
Music school in Moscow, Russia
Marina Devyatova, singer Egine, Armenian-Russian singer and songwriter Boris Elkis, composer Ivan Farmakovsky, jazz pianist and composer Slava Gelfand, violinist
Gnessin_State_Musical_College
1997 film
Cinematography S. Torriano Berry Edited by Ronald K. Armstrong Music by Boris Elkis Distributed by Troma Entertainment Release date 1997 (1997) Running time
Bugged!
{\mathtt {end}}\,\!} An example implementation of SUBCLU is available in the ELKI framework. Karin Kailing, Hans-Peter Kriegel and Peer Kröger. Density-Connected
SUBCLU
Metric for evaluating clustering algorithms
implementation in its clusterSim package. A Java implementation is found in ELKI, and can be compared to many other clustering quality indexes. Silhouette
Davies–Bouldin_index
Kurdish poet and cleric (17th–18th centuries)
belonged to the Ertuşi tribe and was born in the village of Batê in the Elkî (modern Beytüşşebap region). His main work is Mewlûda Kurdî (Kurdish mawlid)
Mela_Huseynê_Bateyî
Software projects developed at universities
analysis (Stanford) ELIZA – early natural-language processing chatbot (MIT) ELKI – data mining and clustering framework (LMU Munich) GATE – natural language
List of software developed at universities
List_of_software_developed_at_universities
(1898–1974) Konstantin Eiges (1875–1950) Irina Elcheva (1926–2013) Boris Elkis (born 1973) Heino Eller (1887–1970), born in present-day Estonia Abdalla
List_of_Russian_composers
Venezuelan politician
National Superintendent for the Defense of the Socioeconomic Rights. Delgado, Elkis (22 April 2013). "Nuevo gabinete de Maduro ratifica a diecisiete nombres"
Andreína_Tarazón
Clustering using tree-based data aggregation
initialized using the following equivalence of linkages to BIRCH distances: ELKI contains BIRCH and BETULA. scikit-learn contains a limited version of BIRCH
BIRCH
Historical region of Armenia
Heinrich Hübschmann, identified the fortress of Tmorik/Alki with the town of Elki (modern-day Beytüşşebap, Turkey) on the east bank of the Khabur River (a
Tmorik
2001 film by Shireen Kadivar
11 attacks in 2001. It is directed by Shireen Kadivar and edited by Boris Elkis. The runtime is 50 minutes. 9-11: American Reflections at IMDb v t e
9-11:_American_Reflections
December 15, 2005. Streissguth pg 30–36 Streissguth pg 52–57 Klinghoffer and Elkis. "The Petticoat Electors: Women's Suffrage in New Jersey, 1776–1807." Journal
History_of_New_Jersey
Adventure on the Garden State Coastline 2010, pages 79-80 Klinghoffer and Elkis. "The Petticoat Electors: Women’s Suffrage in New Jersey, 1776–1807." Journal
New Jersey in the American Revolution
New_Jersey_in_the_American_Revolution
Junction, Pathfinder Rachel Elkind-Tourre (born 1939) – The Shining Boris Elkis – A Perfect Getaway, Bugged!, Streetwise Duke Ellington (1899–1974) – Anatomy
List_of_film_score_composers
Political party in Greece
coalition. Prior to this, the Hellenic Revolution, Patriotic Association, ELKIS, United Greece-New Europe and National Patriotic Party of Greece agreed
Patriots – Prodromos Emfietzoglou
Patriots_–_Prodromos_Emfietzoglou
original on July 6, 2016. Retrieved April 21, 2015. Klinghoffer, Judith Apter; Elkis, Lois (1992). "'The Petticoat Electors': Women's Suffrage in New Jersey
Timeline of women's suffrage in the United States
Timeline_of_women's_suffrage_in_the_United_States
Mass., in 1864. Press of C. Hamilton. p. 172. Klinghoffer, Judith Apter; Elkis, Lois (1992). "'The Petticoat Electors': Women's Suffrage in New Jersey
History of women in the United States
History_of_women_in_the_United_States
Venezuelan politician and Navy admiral
Carmen Meléndez". 19 November 2012. Retrieved 10 February 2013. Delgado, Elkis (22 April 2013). "Nuevo gabinete de Maduro ratifica a diecisiete nombres"
Carmen_Meléndez
Open-source set of common libraries for Java
BioJava BlueCove Bouncy Castle Cascading CruiseControl Deeplearning4j Drools ELKI EHCache EJML Elasticsearch Google Gson Google Guava H2 Database Engine HSQLDB
Google_Guava
Method of data analysis
type of subspaces is considered in Correlation clustering (Data Mining). ELKI includes various subspace and correlation clustering algorithms FCPS includes
Clustering high-dimensional data
Clustering_high-dimensional_data
Software libraries
BioJava BlueCove Bouncy Castle Cascading CruiseControl Deeplearning4j Drools ELKI EHCache EJML Elasticsearch Google Gson Google Guava H2 Database Engine HSQLDB
Apache_Commons
Sporting event delegation
Mussa (VEN) W 21-17, 21-12 Larissa França Juliana Silva Women Ayana Dyette (TRI) Elki Phillip (TRI) W 21-5, 21-16 Ketty Katherine Chila (ECU) Ariana Stefania
Brazil at the 2011 Pan American Games
Brazil_at_the_2011_Pan_American_Games
Conflict in Indonesia
(2026-03-23). "Identitas 2 Prajurit Marinir Gugur Ditembak KKB di Maybrat, Prada Elki dan Prada Andi". "Papuan rebels say they shot dead US pilot and burned his
Timeline of the Papua conflict
Timeline_of_the_Papua_conflict
Pesnya" (traditional text) "Pesnya o Kube" (text by M. Khusain) Prazdnik Elki (for chorus; text by K. Nedzhmi) "Priezhaite v Gosti" (text by M. Khusain)
Miriam_Rakhmankulova
Elena Evangelista and Jana Ortíz (ARG) Wilmerys Muñoz and Orquidea Vera (VEN) Nancy Joseph and Elki Philip (TRI) Annia Ruiz and Yamileska Yantín (PUR)
Beach volleyball at the 2007 Pan American Games
Beach_volleyball_at_the_2007_Pan_American_Games
German computer scientist
multimedia databases. His research group developed a software framework titled ELKI that is designed for the parallel research of index structures, data mining
Hans-Peter_Kriegel
Jersey Constitution of 1776". Retrieved 25 February 2024. Klinghoffer and Elkis. "The Petticoat Electors: Women’s Suffrage in New Jersey, 1776–1807." Journal
Elections_in_New_Jersey
2003 film score by Graeme Revell
Charge of Music Mark Curry – Mixing Engineer Juraj Durovic – Engineer Boris Elkis – Programming Lindsay J. Harrington – Coordination Dominic Hauser – Orchestration
Freddy_vs._Jason_(score)
Italian composer
(Fermo, Teatro dell'Aquila, 27 August 1896, libretto by Enrico Golisciani) Elki lo zingaro (Roma, Teatro Quirino, 12 July 1899, libretto by Augusto Turchi)
Romolo_Bacchini
History of suffrage in New Jersey
Klinghoffer & Elkis 1992, p. 183. Klinghoffer & Elkis 1992, p. 183-184. McGoldrick & Crocco 1993, p. 5. Lewis 2011, p. 1033. Klinghoffer & Elkis 1992, p. 189
Women's suffrage in New Jersey
Women's_suffrage_in_New_Jersey
de Expresidentes | Banco Central de Venezuela". www.bcv.org.ve. Delgado, Elkis (22 April 2013). "Nuevo gabinete de Maduro ratifica a diecisiete nombres"
Nelson_Merentes
libraries.rutgers.edu/rul/libs/scua/scua.shtml Klinghoffer, Judith Apter; Elkis, Lois (1992). "'The Petticoat Electors': Women's Suffrage in New Jersey
History of the New Jersey State Constitution
History_of_the_New_Jersey_State_Constitution
Methods of managing schizophrenia
2019 (11). doi:10.1002/14651858.CD012236.pub2. PMC 6823626. PMID 31689359. Elkis H, Buckley PF (June 2016). "Treatment-Resistant Schizophrenia". The Psychiatric
Management_of_schizophrenia
Elena Evangelista and Jana Ortíz (ARG) Wilmerys Muñoz and Orquidea Vera (VEN) Nancy Joseph and Elki Philip (TRI) Annia Ruiz and Yamileska Yantín (PUR)
Volleyball at the 2007 Pan American Games
Volleyball_at_the_2007_Pan_American_Games
ELKI
ELKI
Surname or Lastname
English
English : habitational name from North or South Elkington in Lincolnshire, so named from an Old English personal name (possibly Ä’a(n)lÄc) + Old English tÅ«n ‘enclosure’, ‘settlement’. Elkington in Northamptonshire is not the source of the family name: it did not acquire the name until 1617, before which it was Eltington or Elteton.
Boy/Male
Native American
Draping over.
Female
Yiddish
Feminine form of Yiddish Elkan, ELKIE means either "God bought" or "God is jealous."
Surname or Lastname
English
English : reduced form of Elkins.
Surname or Lastname
English
English : from a pet form of Elis (see Ellis).Jewish (eastern Ashkenazic) : metronymic from the Yiddish female personal name Elke + the Slavic suffix -in.Jewish (eastern Ashkenazic) : patronymic from the Yiddish male personal name Elke, a pet form of Elijah + the Slavic suffix -in.
Boy/Male
Hebrew
God creates.
Surname or Lastname
English
English : patronymic from Elkin 1.
ELKI
ELKI
Surname or Lastname
English
English : variant of Morris 1.
Girl/Female
Arabic, Muslim
Elevation; Noble
Biblical
the field of repentance; city of comfort
Boy/Male
Muslim
Blissful, Auspicious, Happy
Boy/Male
Russian
laurel'.
Boy/Male
Arabic
Fair; Handsome
Boy/Male
Hindu
Saint who was a trainer of young monks
Girl/Female
Tamil
Writing, Mark, Horizon the crescent Moon
Boy/Male
British, English, French, German
House; Introduced from Germany During the Norman Conquest; From the Little Home
Surname or Lastname
English
English : occupational name for someone who produced or used malt for brewing, from Middle English malt ‘malt’, ‘germinated barley’ + man ‘man’ (see Malter).
ELKI
ELKI
ELKI
ELKI
ELKI