D-Index & Metrics Best Publications

Pasi Fränti

University of Eastern Finland
Finland

D-Index & Metrics D-index (Discipline H-index) only includes papers and citation values for an examined discipline in contrast to General H-index which accounts for publications across all disciplines.

Discipline name Citations Publications World Ranking National Ranking

Computer Science D-index 39 Citations 6,815 242 World Ranking 6093 National Ranking 45

Overview

What is he best known for?

The fields of study Pasi Fränti is best known for:

Algorithm
Cluster analysis
Single-linkage clustering

Pasi Fränti combines topics linked to Explained sum of squares and Coding (social sciences) with his work on Statistics. Pasi Fränti links relevant research areas such as Point (geometry), Block (permutation group theory) and Square (algebra) in the realm of Geometry. Pasi Fränti performs integrative Point (geometry) and Geometry research in his work. Pasi Fränti connects relevant research areas such as Heuristic and Simple (philosophy) in the domain of Epistemology. Pasi Fränti connects Heuristic with Algorithm in his research. Borrowing concepts from Iterative method, Pasi Fränti weaves in ideas under Algorithm. Simple (philosophy) is closely attributed to Epistemology in his work. His research on Artificial intelligence frequently connects to adjacent areas such as Biometrics. Pasi Fränti conducts interdisciplinary study in the fields of Cluster analysis and k-medians clustering through his works.

His most cited work include:

Iterative shrinking method for clustering problems (261 citations)
K-means properties on six clustering benchmark datasets (244 citations)
How much can k-means be improved by using better initialization and repeats? (217 citations)

What are the main themes of his work throughout his whole career to date

Pasi Fränti performs multidisciplinary study on Artificial intelligence and Speech recognition in his works. By researching both Algorithm and Mathematical optimization, Pasi Fränti produces research that crosses academic boundaries. Pasi Fränti undertakes multidisciplinary studies into Mathematical optimization and Algorithm in his work. Pasi Fränti combines Cluster analysis and Data mining in his studies. Pasi Fränti performs integrative study on Data mining and Cluster analysis. Pasi Fränti merges Statistics with Coding (social sciences) in his research. He conducted interdisciplinary study in his works that combined Coding (social sciences) and Statistics. He undertakes interdisciplinary study in the fields of Programming language and Cluster (spacecraft) through his works. He integrates Cluster (spacecraft) with Programming language in his study.

Pasi Fränti most often published in these fields:

Artificial intelligence (81.25%)
Algorithm (57.81%)
Cluster analysis (42.19%)

This overview was generated by a machine learning system which analysed the scientist’s body of work. If you have any feedback, you can contact us here.

Best Publications

Outlier detection using k-nearest neighbour graph

V. Hautamaki;I. Karkkainen;P. Franti.
international conference on pattern recognition (2004)

519 Citations

Iterative shrinking method for clustering problems

Pasi Fränti;Olli Virmajoki.
Pattern Recognition (2006)

337 Citations

Fast Agglomerative Clustering Using a k-Nearest Neighbor Graph

P. Franti;O. Virmajoki;V. Hautamaki.
IEEE Transactions on Pattern Analysis and Machine Intelligence (2006)

307 Citations

Real-time speaker identification and verification

T. Kinnunen;E. Karpov;P. Franti.
IEEE Transactions on Audio, Speech, and Language Processing (2006)

286 Citations

K-means properties on six clustering benchmark datasets

Pasi Fränti;Sami Sieranoja.
Applied Intelligence (2018)

261 Citations

How much can k-means be improved by using better initialization and repeats?

Pasi Fränti;Sami Sieranoja.
Pattern Recognition (2019)

214 Citations

Compression of Digital Images by Block Truncation Coding: A Survey

Pasi Fränti;Olli Nevalainen;Timo Kaukoranta.
The Computer Journal (1994)

179 Citations

Randomised Local Search Algorithm for the Clustering Problem

Pasi Fränti;Juha Kivijärvi.
Pattern Analysis and Applications (2000)

172 Citations

Eye-Movements as a biometric

Roman Bednarik;Tomi Kinnunen;Andrei Mihaila;Pasi Fränti.
scandinavian conference on image analysis (2005)

168 Citations

Improving k-means by outlier removal

Ville Hautamäki;Svetlana Cherednichenko;Ismo Kärkkäinen;Tomi Kinnunen.
scandinavian conference on image analysis (2005)

154 Citations

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Pasi Fränti

D-Index & Metrics D-index (Discipline H-index) only includes papers and citation values for an examined discipline in contrast to General H-index which accounts for publications across all disciplines.

Overview

What is he best known for?

The fields of study Pasi Fränti is best known for:

His most cited work include:

What are the main themes of his work throughout his whole career to date

Pasi Fränti most often published in these fields:

Best Publications

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