Pasi Fränti
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Researcher ORCID ID = 0000-0002-9554-2827
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Computer Science
Pasi Fränti's Degrees
- PhD Computer Science University of Oulu
- Masters Computer Science University of Oulu
- Bachelors Computer Science University of Oulu
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(Suggest an Edit or Addition)Pasi Fränti's Published Works
Number of citations in a given year to any of this author's works
Total number of citations to an author for the works they published in a given year. This highlights publication of the most important work(s) by the author
Published Works
- Web Data Mining (2009) (321)
- Outlier Detection Using k-Nearest Neighbour Graph (2004) (315)
- Iterative shrinking method for clustering problems (2006) (297)
- K-means properties on six clustering benchmark datasets (2018) (289)
- Fast Agglomerative Clustering Using a k-Nearest Neighbor Graph (2006) (271)
- Real-time speaker identification and verification (2006) (227)
- How much can k-means be improved by using better initialization and repeats? (2019) (226)
- Eye-Movements as a Biometric (2005) (141)
- Improving K-Means by Outlier Removal (2005) (127)
- Randomised Local Search Algorithm for the Clustering Problem (2000) (125)
- Set Matching Measures for External Cluster Validity (2016) (120)
- Balanced K-Means for Clustering (2014) (117)
- Compression of Digital Images by Block Truncation Coding: A Survey (1994) (117)
- Time-series clustering by approximate prototypes (2008) (112)
- WB-index: A sum-of-squares based index for cluster validity (2014) (111)
- Knee Point Detection in BIC for Detecting the Number of Clusters (2008) (106)
- Genetic Algorithms for Large-Scale Clustering Problems (1997) (104)
- Minimum spanning tree based split-and-merge: A hierarchical clustering method (2011) (102)
- Sum-of-Squares Based Cluster Validity Index and Significance Analysis (2009) (94)
- A fast minimum spanning tree algorithm based on K-means (2015) (90)
- Reduced-search dynamic programming for approximation of polygonal curves (2003) (87)
- Voice Activity Detection Using MFCC Features and Support Vector Machine (2007) (85)
- Genetic algorithm with deterministic crossover for vector quantization (2000) (79)
- A fast exact GLA based on code vector activity detection (2000) (76)
- Fast and memory efficient implementation of the exact PNN (2000) (76)
- Centroid index: Cluster level similarity measure (2014) (74)
- A Fast $O(N)$ Multiresolution Polygonal Approximation Algorithm for GPS Trajectory Simplification (2012) (72)
- Self-Adaptive Genetic Algorithm for Clustering (2003) (59)
- Real-time speaker identification (2004) (57)
- A Dynamic local search algorithm for the clustering problem (2002) (56)
- Outlier detection: how to threshold outlier scores? (2019) (55)
- Efficiency of random swap clustering (2018) (53)
- Maximum a Posteriori Adaptation of the Centroid Model for Speaker Verification (2008) (52)
- Polygonal approximation of closed discrete curves (2007) (51)
- Content-based matching of line-drawing images using the Hough transform (2000) (51)
- Comparison of clustering methods: A case study of text-independent speaker modeling (2011) (48)
- Data reduction of large vector graphics (2005) (48)
- Knee Point Detection on Bayesian Information Criterion (2008) (48)
- Compression of map images by multilayer context tree modeling (2005) (46)
- Fusion of Spectral Feature Sets for Accurate Speaker Identification (2004) (45)
- On the splitting method for vector quantization codebook generation (1997) (44)
- K-means: Clustering by Gradual Data Transformation (2011) (42)
- A Joint Approach for Single-Channel Speaker Identification and Speech Separation (2012) (42)
- Fast and general density peaks clustering (2019) (42)
- Tabu search algorithm for codebook generation in vector quantization (1998) (41)
- Mean-shift outlier detection and filtering (2021) (41)
- Blockwise distortion measure for statistical and structural errors in digital images (1998) (40)
- Framework for syntactic string similarity measures (2019) (39)
- Iterative split-and-merge algorithm for VQ codebook generation (1998) (38)
- Comparative evaluation of maximum a Posteriori vector quantization and gaussian mixture models in speaker verification (2009) (37)
- Iterative split-and-merge algorithm for vector quantization codebook generation (1998) (36)
- Grid-Based Method for GPS Route Analysis for Retrieval (2017) (36)
- Speaker Discriminative Weighting Method for VQ-Based Speaker Identification (2001) (36)
- Random swap EM algorithm for Gaussian mixture models (2012) (33)
- Lossless Compression of Color Map Images by Context Tree Modeling (2006) (31)
- Lossless compression of map contours by context tree modeling of chain codes (2005) (30)
- Compression of GPS Trajectories (2012) (29)
- Cascaded RLS-LMS Prediction in MPEG-4 Lossless Audio Coding (2008) (28)
- Gradual model generator for single-pass clustering (2005) (28)
- Similarity measures for title matching (2016) (28)
- Dynamic Local Search for Clustering with Unknown Number of Clusters (2002) (28)
- Accuracy of MFCC-Based Speaker Recognition in Series 60 Device (2005) (27)
- Signal-to-Signal Ratio Independent Speaker Identification for Co-channel Speech Signals (2010) (27)
- Block truncation coding with entropy coding (1995) (27)
- XNN Graph (2016) (27)
- A grid-growing clustering algorithm for geo-spatial data (2015) (26)
- A review of motion planning algorithms for intelligent robots (2021) (26)
- Fast pairwise nearest neighbor based algorithm for multilevel thresholding (2003) (26)
- Cascaded RLS–LMS Prediction in MPEG-4 Lossless Audio Coding (2006) (26)
- Fast PNN-based clustering using k-nearest neighbor graph (2003) (25)
- Detecting movement type by route segmentation and classification (2012) (25)
- Recommendation of points of interest from user generated data collection (2012) (24)
- On the Use of Long-Term Average Spectrum in Automatic Speaker Recognition (2006) (24)
- CellNet: Inferring Road Networks from GPS Trajectories (2018) (24)
- Binary vector quantizer design using soft centroids (1999) (24)
- Arithmetic Coding of Weighted Finite Automata (1994) (24)
- Compression of line drawing images using Hough transform for exploiting global dependencies (1998) (22)
- Joint single-channel speech separation and speaker identification (2010) (20)
- On the use of context tree for binary image compression (1999) (20)
- Is speech data clustered? - statistical analysis of cepstral features (2001) (19)
- O-Mopsi (2017) (19)
- A heuristic K-means clustering algorithm by kernel PCA (2004) (19)
- Multiresolution polygonal approximation of digital curves (2004) (18)
- Centroid Ratio for a Pairwise Random Swap Clustering Algorithm (2014) (18)
- 645 Improving Speaker Verification by Periodicity Based Voice Activity Detection (18)
- Probabilistic clustering by random swap algorithm (2008) (18)
- Reallocation of GLA codevectors for evading local minimum (1996) (18)
- Lossless compression of large binary images in digital spatial libraries (2000) (18)
- Compression of Binary Images by Composite Methods Based on Block Coding (1995) (18)
- Compression of map images for real-time applications (2004) (17)
- A Speaker Pruning Algorithm for Real-Time Speaker Identification (2003) (17)
- Text-independent speaker recognition using graph matching (2008) (16)
- Branch-and-bound technique for solving optimal clustering (2002) (16)
- On the splitting method for VQ codebook generation (2007) (15)
- Classification of Interbeat Interval Time-Series Using Attention Entropy (2023) (15)
- Lossless image compression via bit-plane separation and multilayer context tree modeling (2006) (15)
- Vector Quantizationby Lazy Pairwise Nearest Neighbor Method (1998) (15)
- Multi-site heterogeneous system fusions for the Albayzin 2010 Language Recognition Evaluation (2011) (15)
- A fast and efficient compression method for binary images (1994) (15)
- Polygonal Approximation of Closed Contours (2003) (14)
- Planning Your Route: Where to Start? (2018) (14)
- Three Rapid Methods for Averaging GPS Segments (2019) (14)
- On the size and shape of multi-level context templates for compression of map images (2001) (14)
- Divide-and-conquer algorithm for creating neighborhood graph for clustering (2004) (13)
- On the fusion of dissimilarity-based classifiers for speaker identification (2003) (13)
- Compression of large binary images in digital spatial libraries (1999) (13)
- A Two-Stage Modelling Method for Compressing Binary Images by Arithmetic Coding (1993) (13)
- Context quantization by kernel Fisher discriminant (2006) (13)
- Fast implementation of the optimal PNN method (1998) (13)
- Clustering Based on Principal Curve (2005) (13)
- Four Aspects of Relevance in Sharing Location-based Media: Content, Time, Location and Network (2011) (12)
- Comparing maximum a posteriori vector quantization and Gaussian mixture models in speaker verification (2009) (12)
- Using linguistic features to automatically extract web page title (2017) (12)
- Analysing the Dynamics of Interbeat Interval Time Series Using Grouped Horizontal Visibility Graph (2019) (12)
- Random swap EM algorithm for finite mixture models in image segmentation (2009) (12)
- Genetic Algorithms for Codebook Generation in Vector Quantization (1996) (11)
- Classification of binary vectors by using SC distance to minimize stochastic complexity (2003) (11)
- Keyword clustering for automatic categorization (2012) (11)
- CellNet (2018) (11)
- Efficient online cohort selection method for speaker verification (2004) (10)
- Extending external validity measures for determining the number of clusters (2011) (10)
- Reference line approach for vector data compression (2004) (10)
- Adapting k-means for graph clustering (2021) (10)
- APPLYING MFCC-BASED AUTOMATIC SPEAKER RECOGNITION TO GSM AND FORENSIC DATA (2005) (10)
- Minimizing stochastic complexity using local search and GLA with applications to classification of bacteria. (2000) (10)
- Clustering by analytic functions (2012) (9)
- MINIMIZATION OF THE VALUE OF DAVIES-BOULDIN INDEX (2016) (9)
- A Comparison of Categorical Attribute Data Clustering Methods (2014) (9)
- Location-based search engine for multimedia phones (2010) (9)
- On the design of a hierarchical BTC-VQ compression system (1996) (9)
- Context tree compression of multi-component map images (2002) (9)
- A fast near-optimal min-# polygonal approximation of digitized curves (2002) (8)
- On Factors Affecting MFCC-Based Speaker Recognition Accuracy (2005) (8)
- A fast near-optimal algorithm for approximation of polygonal curves (2002) (8)
- Compressing multi-component digital maps using JBIG2 (2002) (8)
- A new iterative algorithm for VQ codebook generation (1998) (8)
- Which Local Search Operator Works Best for the Open-Loop TSP? (2019) (8)
- Content-based Title Extraction from Web Page (2016) (8)
- Matching Similarity for Keyword-Based Clustering (2014) (8)
- Extracting Representative Image from Web Page (2015) (8)
- Constructing a High-Dimensional kNN-Graph Using a Z-Order Curve (2018) (7)
- Reduced comparison search for the exact GLA (1999) (7)
- Random Projection for k-means Clustering (2018) (7)
- Compression of GPS trajectories using optimized approximation (2012) (7)
- Fast Approximate Minimum Spanning Tree Algorithm Based on K-Means (2013) (7)
- Forward-adaptive Method for Context-based Compression of Large Binary Images (1999) (7)
- Fast random pair divisive construction of kNN graph using generic distance measures (2018) (7)
- Hough transform for rotation invariant matching of line-drawing images (2000) (7)
- Real Time Access to Multiple GPS Tracks (2013) (7)
- Fast dynamic quantization algorithm for vector map compression (2010) (7)
- Morphological reconstruction of semantic layers in map images (2006) (7)
- Field Evaluation of Text-Dependent Speaker Recognition in an Access Control Application (2005) (7)
- DOM-based keyword extraction from web pages (2019) (7)
- ClRank: A Method for Keyword Extraction from Web Pages Using Clustering and Distribution of Nouns (2015) (7)
- Context-based filtering of document images (2000) (7)
- Medoid-Shift for Noise Removal to Improve Clustering (2018) (7)
- Survival of students with different learning preferences : A case study in boring and complex algorithmic course and easy and interesting AI course (7)
- RSEM: An Accelerated Algorithm on Repeated EM (2011) (7)
- Dimensionally Distributed Density Estimation (2018) (6)
- Vectorising and Feature-Based Filtering for Line-Drawing Image Compression (1999) (6)
- Using Hough transform for context-based image compression in hybrid raster/vector applications (2002) (6)
- Real-Time Clustering of Large Geo-Referenced Data for Visualizing on Map (2018) (6)
- On the Efficiency of Swap-Based Clustering (2009) (6)
- Iterative shrinking method for generating clustering (2002) (6)
- Joint frame and Gaussian selection for text independent speaker verification (2010) (6)
- Noise reduced high dynamic range tone mapping using information content weights (2015) (6)
- Fast and space efficient PNN algorithm with delayed distance calculations (1998) (6)
- Can the Number of Clusters Be Determined by External Indices? (2020) (6)
- Deterministic and randomized local search algorithms for clustering (2008) (6)
- Ad-Hoc Georeferencing of Web-Pages Using Street-Name Prefix Trees (2010) (6)
- O-Mopsi: Mobile Orienteering Game using Geotagged Photos (2013) (6)
- MOPSI location-based search engine: concept, architecture and prototype (2010) (6)
- Adaptive Context-Tree-Based Statistical Filtering for Raster Map Image Denoising (2011) (6)
- Mean-Shift Outlier Detection (2018) (6)
- Can Social Network Be Used for Location-aware Recommendation? (2015) (5)
- Predicting the difficulty of TSP instances using MST (2019) (5)
- Context‐based compression of binary images in parallel (2002) (5)
- Evaluation of compression methods for digital map images (2002) (5)
- Filtering of color map images by context tree modeling (2004) (5)
- Framework for location-aware search engine (2017) (5)
- Min-# polygonal approximation of closed curves (2005) (5)
- Optimal layer ordering in the compression of map images (2003) (5)
- Map Image Compression for Real-Time Applications (2002) (5)
- Automatic voice activity detection in different speech applications (2008) (5)
- Optimal algorithm for convexity measure calculation (2005) (5)
- Sinusoidal Approach for the Single-Channel Speech Separation and Recognition Challenge (2011) (5)
- Data mining for personal navigation (2002) (4)
- Dynamic use of map images in mobile environment (2002) (4)
- Delta-MSE dissimilarity in suboptimal K-Means clustering (2004) (4)
- Fast Mumford-Shah Two-Phase Image Segmentation Using Proximal Splitting Scheme (2021) (4)
- Converting MST to TSP Path by Branch Elimination (2020) (4)
- Graph-based agglomerative clustering (2003) (4)
- STEPWISE ALGORITHM FOR FINDING UNKNOWN NUMBER OF CLUSTERS (2002) (4)
- Efficiency of Web Crawling for Geotagged Image Retrieval (2019) (4)
- Low Complexity Spatial Similarity Measure of GPS Trajectories (2014) (4)
- Detection of time irreversibility in interbeat interval time series by visible and nonvisible motifs from horizontal visibility graph (2020) (4)
- Generalizing Centroid Index to Different Clustering Models (2016) (4)
- Gesture Input for GPS Route Search (2016) (4)
- Proceedings of the Joint IAPR International Workshop on Structural, Syntactic, and Statistical Pattern Recognition - Volume 8621 (2014) (4)
- Activity event recommendation and attendance prediction (2019) (3)
- Fast travel-distance estimation using overhead graph (2021) (3)
- H-Rank: A keywords extraction method from web pages using POS tags (2019) (3)
- Optimal multiresolution polygonal approximation (2004) (3)
- Clustering Diagnoses From 58 Million Patient Visits in Finland Between 2015 and 2018 (2021) (3)
- Single-lead ECG recordings modeling for end-to-end recognition of atrial fibrillation with dual-path RNN (2023) (3)
- Real-time destination prediction for mobile users (2019) (3)
- Solving the Large-Scale TSP Problem in 1 h: Santa Claus Challenge 2020 (2021) (3)
- Efficient clustering with a self-adaptive genetic algorithm (2000) (3)
- Averaging GPS segments competition 2019 (2020) (3)
- Fast algorithm for multiple-objects min-/spl epsiv/ problem (2003) (3)
- GPS Trajectory Biometrics: From Where You Were to How You Move (2016) (3)
- Speaker Clustering in Speech Recognition (2005) (3)
- Context-aware similarity of GPS trajectories (2020) (3)
- Parallel random swap: An efficient and reliable clustering algorithm in Java (2022) (2)
- Optimal clustering by merge-based branch-and-bound (2022) (2)
- Comparison of eleven measures for estimating difficulty of open-loop TSP instances (2021) (2)
- Modifying Kruskal algorithm to solve open loop TSP (2019) (2)
- Functional Classification of Websites (2017) (2)
- Automatic Speaker Recognition for Series 60 Mobile Devices (2004) (2)
- Compression of aerial images for reduced-color devices (2003) (2)
- Statistical filtering of raster map images (2010) (2)
- A lightweight classification of adaptor proteins using transformer networks (2022) (2)
- Improving monaural speaker identification by double-talk detection (2010) (2)
- Real-time Electric Vehicle Load Forecast to Meet Timely Energy Dispatch (2018) (2)
- Detecting Location-Based User Actions (2018) (2)
- Similarity of Mobile Users Based on Sparse Location History (2018) (2)
- Symbol representation in map image compression (2004) (2)
- k-Means image segmentation using Mumford–Shah model (2021) (2)
- Multi-layer filtering approach for map images (2009) (2)
- Developing Speaker Recognition System: From Prototype to Practical Application (2009) (2)
- Speaker, Vocabulary and Context Independent Word Spotting System for Continuous Speech (2006) (1)
- Context Model Automata for Text Compression (1998) (1)
- Variable metric for binary vector ouantization (2004) (1)
- Content-based retrieval of line-drawing images using angular information of hough transform (2000) (1)
- Multi-Agent Approach Traffic Forecast for Planning Urban Road Infrastructure (2018) (1)
- POLYNOMIAL TIME CLUSTERING ALGORITHMS DERIVED FROM BRANCH-AND-BOUND TECHNIQUE (2002) (1)
- Roundness Measure for GPS Routes (2018) (1)
- Efficient and Reliable Clustering by Parallel Random Swap Algorithm (2022) (1)
- Compression of line-drawing images using vectorizing and feature-based filtering (1998) (1)
- De-ghosting of HDR images with double-credit intensity mapping (2011) (1)
- Modelling implications & impacts of going green with EV in Singapore with multi-agent systems (2014) (1)
- Storage system for document imaging applications (1997) (1)
- Merge-Based Color Quantization and Context Tree Modeling for Compression of Color Quantized Images (2006) (1)
- Combining statistical, structural, and linguistic features for keyword extraction from web pages (2022) (1)
- Web-tool for optimizing locations of health centers (2023) (1)
- Context Clustering in Lossless Compression of Gray-Scale Image (2003) (1)
- Statistical Filtering of Raster Map Images Using a Context Tree Model (2007) (1)
- Attention-based advantage actor-critic algorithm with prioritized experience replay for complex 2-D robotic motion planning (2022) (1)
- How power distance affect motivation in cross-cultural environment: findings from Chinese companies in Europe (2022) (1)
- An advantage actor-critic algorithm for robotic motion planning in dense and dynamic scenarios (2021) (1)
- Detecting and composing near-identical HDR images without exposure information (2010) (1)
- Genetic Algorithm Using Iterative Shrinking For Solving Clustering Problems (2003) (1)
- Fast Implementation of the Exact PNN Algorithm (1999) (1)
- On the use of Hough transform for context-based image compression in hybrid raster / vector applications (2000) (1)
- K-sets and k-swaps algorithms for clustering sets (2023) (0)
- 1. INTRODUCTION (2008) (0)
- On the usefulness of self-organizing maps for the clustering problem in vector quantization (2017) (0)
- Neighborhood Averaging for Improving Outlier Detectors (2023) (0)
- Self-Similarity of Twitter Users (2021) (0)
- Classification of binary vectors by using /spl Delta/SC-distance (2002) (0)
- Tsp-Graph for Agglomerative Clustering (2023) (0)
- Aritmetic Compression of Weighted Finite Automata (2004) (0)
- Puzzle-Mopsi: a location-puzzle game (2022) (0)
- Optimized Entropy-constrained Vector Quantization of lossy Vector Map Compression (2010) (0)
- Context-based filtering for document image compression (1999) (0)
- N-Candidate methods for location invariant dithering of color images (2000) (0)
- Thesis alerts (1995) (0)
- Is Medoid Suitable for Averaging GPS Trajectories? (2022) (0)
- Predicting onset of disease progression using temporal disease occurrence networks. (2023) (0)
- Power distance in cross-cultural environment: Observations from two Chinese companies in Europe (2022) (0)
- Can we optimize locations of hospitals by minimizing the number of patients at risk? (2023) (0)
- K-means properties on six clustering benchmark datasets (2018) (0)
- WebRank: Language-Independent Extraction of Keywords from Webpages (2021) (0)
- Fast PNN Using Partial Distortion Search (2001) (0)
- Using Open Street Map for Content Creation in Location-Based Games (2021) (0)
- Correction: A lightweight classification of adaptor proteins using transformer networks (2023) (0)
- 2D denoising factor for high dynamic range imaging (2012) (0)
- Soft precision and recall (2023) (0)
- Clustering Diagnoses from 58M Patient Visits in Finland 2015–2018 (Preprint) (2021) (0)
- Combining Voice Activity Detection Algorithms by Decision Fusion (2011) (0)
- Lossless and near-lossless compression of line-drawing images using Hough transform (1998) (0)
- Forward adaptive modeling for context-based compression of large binary images in applications requiring spatial access (1999) (0)
- Multilevel thresholding by fast PNN-based algorithm (2003) (0)
- Efficiency of random swap clustering (2018) (0)
- Forward‐adaptive method for context‐based compression of large binary images (1999) (0)
- Optimized Context Templates for Context-based Compression of Multi-component Map Images (2001) (0)
- Image Segmentation by Pairwise Nearest Neighbor Using Mumford-Shah Model (2021) (0)
- Adaptive filtering of raster map images using optimal context selection (2011) (0)
- Lossy Compression of Scanned Map Images (2007) (0)
- Security and Ethical Concerns of Affective Algorithmic Music Composition in Smart Spaces (2020) (0)
- Affective algorithmic composition of music: A systematic review (2023) (0)
- Storage of multi-component digital maps using JBIG2 image compression standard (2001) (0)
- Multi-layer context tree modeling for lossless compression of gray-scale images (2005) (0)
- Planning Your Route: Where to Start? (2018) (0)
- A Compression of map images by multi-level context tree modeling (2003) (0)
- Design Principles for Content Creation in Location-based Games (2023) (0)
- Structural, Syntactic, and Statistical Pettern Recognition: S+SSPR 2014 (2014) (0)
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