Amine's Publications







Tazi LN, Bensaid AM and Skarmeta A.
"Data Mining for Text Categorization," International Journal of Intelligent Systems , 2000.

Bensaid AM, Bouqata B and Palliam R.
"Recurrent Artificial Neural Networks for Forecasting of Forward Interest Rates," SA Journal of Business Management , Vol. 31, No. 4, December 2000.

Bouqata B, Bensaid AM, Palliam R and Gómez Skarmeta A.
"Time Series Prediction Using Crisp and Fuzzy Neural Networks: A Comparative Study," Conference on Computational Intelligence for Financial Engineering(CIFEr) , NY, March, 2000.

Bouqata B, Bensaid AM and Palliam R.
"Recurrent Artificial Neural Networks for Forecasting of Forward Interest Rates," Int'l Joint Conf. on Neural Networks , Washington, DC, July '99.

Benkhalifa M and Bensaid AM.
"A Comparison of Two Semi-Supervised Clustering Algorithms for Text Categorization," Conf. of North-American Fuzzy Information Processing Society (NAFIPS) , New York, NY, June '99.

Hassar H and Bensaid AM.
"Validation of Fuzzy and Crisp c-Partitions," Conf. of North-American Fuzzy Information Processing Society (NAFIPS) , New York, NY, June '99.

Hassar H and Bensaid AM.
"Fuzzy Generalized Dunn's Indices for Cluster Validity," Int'l Conf. on Computational Intelligence for Modeling, Control and Automation, Vienna, Austria, Feb. '99.

Bensaid AM and Bezdek JC.
"Semi-Supervised Point-Prototype Clustering," Int'l Journal of Pattern Recognition and Artificial Intelligence , Vol. 12, No. 5, '98.

Bensaid AM, Bouhouch N, Bouhouch R, Fellat R and Amri R.
"Classification of ECG Patterns Using Fuzzy Rules Derived from ID3-Induced Decision Trees." Proceedings of North American Fuzzy Information Processing Society (NAFIPS) conf. , pp. 34-38, Pensacola, FL, Aug. 20-21, 1998.

Tazi LN, Bensaid AM and Bezdek JC.
"Improved Semi-Supervised Point-Prototype Clustering Algorithms," IEEE Int'l Conf. on Fuzzy Systems , IEEE World Congress on Computational Intelligence , Anchorage, Alaska, May 4-9, 1998.

Maelainin SA and Bensaid AM.
"FDMQL: A Fuzzy Data Mining Query Language," 2nd Int'l Conf. on Knowledge-Based Intelligent Electronic Systems , Adelaide, Australia, Apr. 21-23, 1998.

Bensaid AM and Bezdek JC.
"Semi-Supervised Point-Prototype Clustering," Int'l Journal of Pattern Recognition and Artificial Intelligence , Vol. 12, No. 5, 1998.

Rachidi T, Maelainin SA and Bensaid AM.
"Scene Change Detection Using Adaptive Skip Factors," International Conference on Image Processing , October 26-29, Santa Barbara, California, USA. 1997.

Amar A, Tazi LN and Bensaid AM.
"Partial Supervision Using Hierarchical Clustering Algortihms," Fifth European Congress on Intelligent Techniques and Soft Computing (EUFIT '97) , pp. 1837-41, Aachen, Germany, Sept. 8-11, 1997.

Amar A, Tazi LN and Bensaid AM.
"Semi-Supervised Hierarchical Clustering Algortihms," Sixth Scandinavian Conference on Artificial Intelligence (SCAI'97) , pp. 232-39, Helsinki, Finland, August 18-20, 1997.

Amar A, Rachidi T, Coghlan L, Bensaid AM, Benjelloun H, Benomar M, and Imani F.
"Measurement of Normal Vectors of the Left Ventricle from Segmented MRI: Comparison of four Practical Methods," Medical Image Understanding and Analysis , Oxford, July 7-8 1997.

Rachidi T, Maelainin SA and Bensaid AM.
"Improved Adaptive Skip Factor For Scene Change Detection," International Conference on Imaging Science, Systems, and Technology (CISST'97) , Las Vegas, Nevada, June 30 - July 3, 1997.

Alaoui S, Bellaachia A, Bensaid AM and Frieder O.
"Using Genetic Algorithms for Task Allocation," Sixth ISCA International Conference on Intelligent Systems , Boston, Massacchusettes, June 11-13, 1997.

Lamehamedi H, Bensaid AM, Bellaachia A and Frieder O.
"Parallelization of a Semi-Supervised Point-Prototype Clustering Algorithm," Sixth ISCA International Conference on Intelligent Systems , Boston, MA, June 11-13, 1997.

Alaoui S, Bellaachia A, Bensaid AM and Frieder O.
"A Parallel Genetic Load Balancing Strategy," The Cluster Computing Conf. , Atlanta, GA, March 9-11, 1997.

Bensaid AM and Bezdek JC.
"Partial Supervision Based on Point-Prototype Clustering Algorithms," Fouth European Congress on Intelligent Techniques and Soft Computing (EUFIT '96) , Aachen, Germany, Sept. 2-5, pp. 1402-1406, 1996.

Bensaid AM, Hall LO, Bezdek JC, Clarke LP, Silbiger ML, Arrigton JA and Murtagh RF.
"Validity-Guided (Re)Clustering with Applications to Image Segmentation," IEEE Trans. on Fuzzy Systems , Vol. 4, No. 2, pp. 112-123, 1996.

Bensaid AM, Hall LO, Bezdek JC and Clarke LP.
"Partially Supervised Clustering for Image Segmentation," Pattern Recognition , Vol. 29, No. 5, pp. 859-871, 1996.

Vaidyanathan M, Clarke LP, Velthuizen RP, Phuphanich S, Bensaid AM, Hall LO, Bezdek JC and Silbiger ML.
"Comparison of Supervised MRI Segmentation Methods for Tumor Volume Determination During Therapy," Magnetic Resonance Imaging , Vol. 13, No. 4, pp. 719-728, 1995.

Velthuizen RP, Clarke LP, Phuphanich S, Hall LO, Bensaid AM, Arrington JA, Greenberg HM and Silbiger ML.
"Unsupervised Tumor Volume Measurement Using Magnetic Resonance Brain Images," Journal of Magnetic Resonance Imaging , Vol. 5, No. 5, pp. 594-605, 1995.

Hall LO, Bezdek JC, Boggavarapu S and Bensaid AM.
"Genetic Fuzzy Clustering." Proceedings of North American Fuzzy Information Processing Society (NAFIPS) conf. , San Antonio, TX, Dec. 1994.

Bezdek JC, Boggavarapu S, Hall LO and Bensaid AM.
"Genetic Algorithms-Guided Clustering." Conf. on Evolutionary Computing, IEEE World Congress on Computational Intelligence , Orlando, Fl, June 1994.

Bensaid AM, Hall LO, Bezdek JC and Clarke LP.
"Fuzzy Cluster Validity in Magnetic Resonance Images," Proc. of SPIE Conf. on Medical Imaging, Vol. 2167 Image Processing , pp. 454-464, Newport Beach, California, February 13-18, 1994.

Velthuizen RP, Hall LO, Clarke LP, Bensaid AM, Arrington JA and Silbiger ML.
"Unsupervised Fuzzy Segmentation of 3D Magnetic Resonance Brain Images." SPIE IS&T Conference , San Jose, CA, Jan. 31 - Feb. 4, 1993.

Hall LO, Bensaid AM, Clarke LP, Velthuizen RP, Silbiger ML and Bezdek JC.
"A Comparison of Neural Network and Fuzzy Clustering Techniques in Segmenting Magnetic Resonance Images of the Brain," IEEE Transactions on Neural Networks , Vol. 3, No. 5, 1992.

Bensaid AM, Hall LO, Bezdek JC, Velthuizen RP and Clarke LP.
"A Partially Supervised Fuzzy c-Means Algorithm for Segmentation of MR Images," SPIE Conf. on the Science of Neural Networks Proc. , Apr. 1992, Orlando, Fl.

Clarke LP, Velthuizen RP, Hall LO, Bezdek JC, Bensaid AM and Silbiger ML.
"Comparison of Supervised Pattern Recognition Techniques and Unsupervised Methods for MRI Segmentation," Proc. SPIE Medical Imaging VI Conference, Vol. 1652 , SPIE Press, Bellingham, WA, 668-677, 1992.

Clarke LP, Velthuizen RP, Bensaid AM, Hall LO, Trotti A, Philips C and Silbiger ML.
"MRI: Medical Expert Workstation Using AI Techniques," Symposium for Computer Assisted Radiology (SCAR) , Baltimore, Maryland, June 14-17, 1992.

Bensaid AM, Hall LO, Clarke LP and Velthuizen RP.
"MRI Segmentation Using Supervised and Unsupervised Methods," IEEE Eng. Med. & Biol., Proceedings of 13th Annual Meeting , Oct. 31st-Nov. 3rd, Orlando, Florida, 1991.

Velthuizen RP, Clarke LP, Hall LO and Bensaid AM.
"Multispectral 3D MRI Segmentation Using Knowledge-Based Systems," Annual Meeting of American Association of Physicists in Medicine (AAPM) , Young Investigator Symposium, San Francisco, CA, July 1991.