REFERENCES. 5. Akaike H. A new look at the statistical model identification. IEEE transaction on automatic control, 1977; 19:

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1 117 REFERENCES 1. Agnihotri, Dutta RK, Bhushan R, Somayajulu BLK. Evidence of solar forcing of southwest monsoon during last millennium. Earth Planetary Science Letters 2002; 198: p Agrawal R, Imielinski T, Swami A. Mining association rules between sets of items in large databases. In Proc. of the ACM SIGMOD Conference on Management of Data, Washington, D.C. 1993; Agrawal R, Srikant R. Fast Algorithms for Mining Association Rules. Proc. of the 20th International Conference on Very Large Databases, Santiago, Chile, Sept. 1994; IBM Research Report RJ Agrawal R, Mannila H, Srikant R, Toivonen H, Verkamo AI. Fast Discovery of Association Rules. Advances in Knowledge Discovery and Data Mining, AAAI/MIT Press, 1995; Chapter Akaike H. A new look at the statistical model identification. IEEE transaction on automatic control, 1977; 19: Alexander G, Kesavamurthy RN, De VS, Chellappa P. Fluctuation of monsoon activity. Indian Journal of Meteorology, Hydrology and Geo Physics,1978; 29: p Allen, J., Christie, A., Fithen, W., McHugh, J., Pickel, J., Stoner,E. State of the Practice of Intrusion Detection Technologies. Technical report, Carnegie Mellon University.2000; 8. Ananthakrishnan R, Soman MK. Onset of southwest monsoon over Kerala J. Climatology, 1988; 8: Ananthakrishnan R, Pathan JM, Arakkatti SS.On the northward advantage of ITCZ and onset of southwest monsoon over southeast Bay of Bengal. J. Climatology, 1981; p 153.

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3 Cadet D. Meteorology of Indian summer monsoon. Nature, 1979; 279: Cavozos T. Using self organization maps to investigate extreme climate event. Journal of climate. 2000; 13: p Chandram, Bhogal PS. Occurrence and mitigation of flash floods. Water and Energy Abstracts, 2004;14: p Charles A, Doswell, Herald E Brokes, Robert A Maddox. Flash flood forecasting An ingredient based methodology. Weather & Forecasting, 1996; p Cleary JG, Trigg LE. K*: An Instance-based learner using an entropy distance measure. Proceedings of the 12 th Int. Conf. on Machnie Learning, SanFrancisco, Morgan Kaufmann, 1995; Codd EF, Codd SB, Salley CT. Beyond decision support. Computer World, July 1993; Cofino A, Gutierrez J, Jakubiad B, Melonilk M. Implementation of data mining techniques for meteorological applications. World Scientific, 2003; Chen Mu. Ranking discovered rules from data mining with multiple criteria by data envelopment analysis. Expert systems with applications, 2007; 33(4), Chiew, F.H.S., Piechota, T.C., Dracup, J.A. & McMahon, T.A. El Nino/Southern Oscillation and Australian rainfall, streamflow and drought: Links and potential for forecasting. Journal of Hydrology, 1998; 204, Dai H. Machine learning of weather forecast rules from large met databases. Adv. Atmospheric Science, 1996; 13(4): Das PK. The monsoons. National Book Trust of India, Third edition, Dash SK, Ashu Mamgain. Changes in the Frequency of Different Categories of Temperature Extremes in India. J. Appl. Meteor. Climatol, 2011; 50:

4 Dhanya CT, Nagesh Kumar. Data mining for evaluation of association rules for droughts and floods in India using climate inputs. Journal of Geophysical Research, 2009; 114: D02102, Dhar ON, Rakheja RR. Foreshadowing Northeast monsoon rainfall over Tamil Nadu, India. Monthly Weather Review, 1983; 111: Dhorde A, Anarga Dhorde, Alaka S Gadgil. Long term temp trends at four largest cities in India during twentieth century, J Indian Geophysics Union, 2009; 13(2), Dunham MH. Data Mining Introductory and Advanced Topics. Pearson Eduction, 2005; p Duraiswamy IV. Forecasting the northeast monsoon rainfall of south Madras. Scientific note no:98, India Meteorological Department, 1946; p Esp DG, McGrail AJ. Advances in Data Mining for Dissolved Gas Analysis. ISEI 2000 Conference, Anaheim, California, Fanger PO. Thermal Comfort. Copenhagen: Danish Technical Press, Fanger PO, Hojbjere J, Thomsen JOB. Can winter swimming cause people to prefer lower room temperatures?, Int. J Of Biometeorology, 1977; 21(1): Fanger PO, Pedersen CJK. Discomfort due to air velocities in spaces. Proceedings of the Meeting of Commission EI of the International Institute of Refrigeration, Paris, 1977; Feng L, Tharam Dillon, James Liu. Inter-transactional association rules for multidimensional contexts for prediction and their application to studying meteorological data. Data & Knowledge Engineering, 2001; 37: Gadgil S. Recent advances in monsoon research with particular reference to Indian summer monsoon. Australian Meteorological Magazine, 1988; 36: p Gowarikar V, Thapliyal V, Sarkar RP, Mandal GS, Sikka DR. Parametric and power regression models new approach to long range forecast of monsoon rain in India, Mausam, 1989; 40: p 115.

5 Gowarikar V, Thapliyal V, Kulshestha SM, Mandal GS, Sen Roy D, Sikka DR. A power regression model for long range forecast of southwest monsoon rainfall over India. Mausam, 1991; Gray J., Surajit Chowdhry, Andrew Layman, Hamid Raichart, Venkat Rao, Dirahesh Pellow. Data cubes relational aggregation, operator, generalizing, group by, cross tab and sub totals. Journal of Data Mining and Knowledge Discovery, 1997; 1: Guo Z., Xiaoyan Dai, Hui Lin. Application of Association Rule in Disaster Weather Forecasting. The International Association of Chinese Professionals in Geographic Information Science, 2004; Haltiner GJ and Martin FL. Dynamical and physical Meteorology. McGraw Hill Publications, Han J and Kamber M. Data Mining Concepts and Techniques, Morgan Kaufmann Publications, Hastenrath S. On prediction of Indian monsoon rainfall anomalies. Journal of climate and applied meteorology, 1987; 26: p Holton JR. Introduction to dynamic meteorology. MD Elsevier Inc, Fourth edition, Hungane LS, Rupakumar M, Ramanamurthy V. Long term trends in surface air temperature. Journal of climate, 1985; 5: p India Meteorological Department : Seminar on Web Services Bridging the gap with user communities and stakeholders. Chennai, September Janert PK. Gnuplot in Action Understanding Data with Graphs. Manning Publications Co, Jian G, Dezhon, Lin Xiu. Forecast model of annual and seasonal number of affecting tropical cyclones based on projection pursuit regression. Journal of Tropical Meteorology, 2004; 4(12): p Jiang T. Analysis of North Atlantic Tropical Cyclone Intensity Change using Data Mining. ProQuest LLC publications, 2010.

6 Kelly CF, Bond TE, Ittner NR Thermal design of livestock shades. Agricultural Engineering, 1950; 30: p Kimball R, Ross M. The Data Warehouse Toolkit: The Complete Guide to Dimensional Modeling. John Wiley & Sons, 2nd edition, Kohail S.N., Alaa M El-Halees. Implementation of data mining techniques for met. data analysis. Int. J of Information Communication, Technology and Research, 2011; 1(3): Kohavi R. A study of cross-validation and bootstrap for accuracy estimation and model selection. Proc. 14th Joint Int. Conf. Artificial Intelligence, Montreal, Canada, 1995; 2: Koteswaran P. Upper air flows on low latitudes in India during southwest monsoon and breaks in the monsoon. Indian Journal of Meteorology, Hydrology and Geo Physics, 1950; 1(2): p Koteswaran P. Easterly jet streams in tropics. Tellus, 1958; 10: p Kothawale DR, Revadekar JV, Rupa Kumar K. Recent trends in pre-monsoon daily temperature extremes over India. Journal of Earth System Science, 2010; 119(1): Kripalani RH, Pankaj Kumar. Northeast monsoon rainfall variability over south peninsular India vis-à-vis Indian Ocean dipole mode. International Journal of Climatology, 2004; 24: Krishnan A. An analysis of trends in the rainfall and droughts occurring in the southwest and northeast monsoon systems in the southern peninsular India, Mausam, 1984; 35: p Lahoz D, Miguel MS. Classification temp data with self organizing maps. Monografias del Seminario Matematico Garcia de Galdeano, 2004; 31: Larose. Data mining methods and models. John Willey & sons publications, 2006.

7 Lau KM. East Asian Summer Monsoon Rainfall Variability and Climate teleconnections. Journal of Meteorological Society of Japan, 1992; 70: p Lynch and Peter. Weather prediction by numerical process Emergence of numerical weather prediction. Cambridge Press, 2008; Majumdar AB, Thapliyal MV, Patekar W Onset, withdrawal and duration of southwest monsoon. Vayumandal, 2001; 31: p McGrail AJ et al. Data mining technique to assess the condition of high voltage electrical plant. Working Group Paper for 2002 CIGRE Session, August Mooley DA, Parthasarathy B. Indian annual monsoon and ElNino. PAGEOPH, 1983; 121: Mukherjee AK, Sivaramakrishnan TR. A narrowband of high swells over Arabian sea as a precurser of monsoon arrial. Proceedings of International Conference on Monsoon, IITM, Pune, India, 1976; p Mukherjee AK, Sivaramakrishnan TR. Swells over the Bay of Bengal around the time of onset of monsoon. Mahasagar Bulletin of the National Institute of Oceanography, 1982; 14: Mukherjee AK, Sivaramakrishnan TR. 1982, Swells over Arabian sea during the southwest monsoon. Mausam, 1982; 33: Nacheketa Acharya, Kar SC, Kulkarni MA, Mohanty UC, Sahoo LN. Journal of Earth System Science, 2011; 120(5): p Nandagopal S, Arunachalam VP. 2010, Mining of metrological data using modified Apriori algorithm. Europian Journal of Science and Research, 2010; 47(2):

8 Naresh Kumar, Mohapatra M, Jaswal AK, Yadav BP. Changes in extreme daily rainfall associated with cyclonic disturbances over Andaman & Nicobar Islands in a warming climate. Extended Abstracts of National Conference of Bay of Bengal Tropical Cyclone Experiments, IMD, New Delhi, Nayagam Lorna R. Variability and teleconnectivity of northeast monsoon rainfall over India, Journal of Global and Planetary Change, 2009; 69: O Brien JA, and Marakas GM. Management Information Systems. McGraw Hill Co, Boston, Ninth edition, Pankaj Kumar K, Rupa Kumar M, Rajeevan, Sahai AK. On the recent strengthening of the relationship between ENSO and NE monsoon rainfall over South Asia. Climate Dynamics, 2007; 28: Parthasarathy B, Rupakumar K, Munot AA. Homogeneous regional summer monsoon rainfall over India: Inter annual variability and teleconnections. Research Report No. RR-070, Indian Institute of Tropical Meteorology, Pune, Petterssen, S. Introduction to Meteorology. McGraw Hill, Tokya, Raghavan K. Break monsoon over India. Monthly Weather Review, 1973; 101(1):p Raghavan S, Sivaramakrishnan TR, Ramakrishnan.B. Size distribution of radar echoes as indicator of growth mechanisms in monsoon clouds around Madras. Journal of Atmospheric Sciences, 1983; 40: Raghavan S, Sivaramakrishnan TR, Rengarajan S, Premkumar SW A radar reflectivity rainfall rate relationship for the southwest monsoon seasons for the Madras area. Mausam, 1987; 38: Raj YEA. Onset, withdrawal and intra seasonal variation of northeast monsoon over coastal Tamilnadu Mausam, 2003; p 605.

9 Raj YEA, Jamadar SM. Normal dates of onset and withdrawal of southwest and northeast monsoons over south peninsular India, Vayu Mandal,1990; 20: p Rajeevan M, Godgil S, Jyothi Bhate. Active and break spells of Indian summer monsoon. Journal of Earth System Science, 2010; 119: p Ramage CS Monsoon meteorology. International Geophysics series, 1971; Vol.15, Academic Press. 92. Ramaswamy C. Breaks in Indian monsoon as a phenomenon of interaction between easterly jet and subtropical westerly jet. Tellus, 1962; 14: p Ramaswamy C. The severe drought over Tamil Nadu during the retreating monsoon period of Indian Journal of Meteorology and Geophysics, 1972; 23: p Rao KN, Raghavendra VK. Time series analysis of 158 years rainfall of Madras. Scientific report no.163, IMD, India, Rao KV. A Study of the Indian northeast monsoon season. Indian Journal of Meteorololgy, Hydrology and Geophysics, 1963; 14: Rao YP. Southwest Monsoon. Met. Monograph, India Meteorological Department, 1976; Rao Krishna PR, Jagannathan P. A study of the northeast monsoon rainfall of Tamilnadu, Indian Journal of Meteorology and Geophysics, 1953; 4: Richard A Anthes. The atmosphere. Merrill Publications,3rd edition, Rong FY, Wang An Yu, Lin Zhen Guo. On the design of new human comfort index. J of Tropical Meteorology, 2004;10: p Samuvel Selvaraj, Raajalaxmi Aditya. Study of correlation between southwest and northeast monsoon rainfall over Tamilnadu. Universal Journal of Environmental Research and Technology, 2011; 1: p Samuvel Selvaraj, Raajalaxmi Aditya. Influence of teleconnection factors on northeast monsoon rainfall of Tamilnadu. Int. J. of Phy and Mathematical Sciences,2012; 2(1): p 97.

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11 Sivararamakrishnan TR, Sridharan S. Occurrence of heavy rain episodes over Madras. Proceedings of National symposium on Hydrology, NIH, Roorkee, 1987; p Sivaramakrishnan TR, Suresh R. Variation of monsoon performance over Tamilnadu. Vayumandal, 1997; 28: p Sridharan S, Muthuchami A. Northeast monsoon rainfall in relation to El NLino, QBO and Atlantic hurricane frequency. Vayumandal, 1990; 20(3-4): Srinivasan V, Ramamuthy K. Northeast monsoon FMU Report No IV-18.4, India Meteorological Department, Stone M. Cross-validatory choice and assessment of statistical predictions. J. Royal Statistical Society, 1974; 36: Superby JF, Vandamme JP, Meskins N. Factors influencing the achievement of first year university students using data mining techniques. Workshop on Data mining technique 2006; Thomson E. Building multidimensional information system. John Willey & Sons, Second Edition, Tory Fountain, Thomus Detteritch, Bill Sudyka. Mining IC test data to optimize VLSI testing. Proc. of 6th ACMSIGKDD international conf. on Knowledge discovery and data mining, 2000; Vinayachandran PN. Summer cooling of Arabian sea during contrasting monsoon. Geo Physics Research Letters, 2004; 31: p Weka 3 Data mining with open source machine learning software. Available from: Widom J. Research problems in data warehousing. In Proc. 4th Int. Conf. Information and Knowledge Management, Baltimore, MD, 1995;

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PATTERN VISUALIZATION ON METEOROLOGICAL DATA FOR RAINFALL PREDICTION MODEL 1 S. MEGANATHAN, 2 T.R. SIVARAMAKRISHNAN 1 Department of CSE, SASTRA University, Kumbakonam, 612 001 2 School of EEE, SASTRA University,