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so our assignment of probabilities produces a probability distribution function The function is known as the negative binomial distribution due to the occurrence of a binomial expansion with a negative exponent and is de ned the way we have above as P(X = x) = x 1 r x r p q , x = r, r + 1, r + 2, r 1

These text-handling routines assume ASCII data in the buffer. Unicode data is handled in the same way. In order to read or write date and time values, we use the C# DateTime type and handle null values explicitly.

Our hope is that this chapter in addition to contributing by proposing a methodology for semi-automatic ontology construction and description of some relevant Knowledge Discovery techniques also shows potential for future research and triggers some new ideas related to the usage of Knowledge Discovery techniques for ontology construction..

When r = 1 we wait for the rst success and the probability distribution becomes P(X = x) = pqx 1 , x = 1, 2, 3, as we saw above; if r = 2,the probability distribution becomes P(X = x) = (x 1)p2 qx 2 , x = 2, 3, 4, again as we found above

E[X] =

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public static void ReadDateTime( ref byte[] aBuffer, ref int aStartPos, out bool aNullTime, out System.DateTime aDateTime) { short year = ReadInt16(ref aBuffer, ref aStartPos); short month = ReadInt8(ref aBuffer, ref aStartPos); short day = ReadInt8(ref aBuffer, ref aStartPos); short hour = ReadInt8(ref aBuffer, ref aStartPos); short minute = ReadInt8(ref aBuffer, ref aStartPos); short second = ReadInt8(ref aBuffer, ref aStartPos); if((year==0) && (month==0) && (day==0) && (hour==0) && (minute==0) && (second==0)) { aNullTime = true; aDateTime = System.DateTime.Now; } else { aNullTime = false; aDateTime = new System.DateTime(year, month+1, day+1, hour, minute, second); } } public static void WriteDateTime( bool aNullTime, System.DateTime aDateTime, ref ArrayList aBuffer ) { if(aNullTime) { WriteInt16(0, ref aBuffer); WriteInt8(0, ref aBuffer); WriteInt8(0, ref aBuffer); WriteInt8(0, ref aBuffer); WriteInt8(0, ref aBuffer); WriteInt8(0, ref aBuffer); } else

This work was supported by the Slovenian Research Agency and the IST Programme of the European Community under SEKT Semantically Enabled Knowledge Technologies (IST-1-506826-IP) and PASCAL Network of Excellence (IST-2002-506778). This publication only re ects the authors views.

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{ WriteInt16((short)aDateTime.Year, ref aBuffer); WriteInt8((short)(aDateTime.Month-1), ref aBuffer); WriteInt8((short)(aDateTime.Day-1), ref aBuffer); WriteInt8((short)aDateTime.Hour, ref aBuffer); WriteInt8((short)aDateTime.Minute, ref aBuffer); WriteInt8((short)aDateTime.Second, ref aBuffer); } }

Agirre E, Ansa O, Hovy E, Mart nez D 2000 Enriching very large ontologies using the WWW In Proceedings of the First Workshop on Ontology Learning OL2000 The 14th European Conference on Arti cial Intelligence ECAI-2000 Bisson G, Nedellec C, Canamero D 2000 Designing clustering methods for ontology building: The Mo K workbench In Proceedings of the First Workshop on Ontology Learning OL-2000 The 14th European Conference on Arti cial Intelligence ECAI-2000 Bloehdorn S, Haase P, Sure Y, Voelker J, Bevk M, Bontcheva K, Roberts I 2005 Report on the integration of ML, HLT and OM SEKT Deliverable D661, July 2005 Blum A, Chawla S 2001 Learning from labelled and unlabelled data using graph mincuts Proceedings of the 18th International Conference on Machine Learning, pp 19 26 Buitelaar P, Cimiano P, Magnini B 2005 Ontology learning from text: Methods, applications and evaluation.

The quantity in the square brackets is the expansion of (1 q) (r+1) and so E[X] = pr r (1 q) (r+1) = r p

Loading the custom server or socket server is done in the same way as for the echo plug-ins described in s 7 and 8. Creating the command PDUs is simply a matter of packing the arguments into a buffer and sending the buffer. The following example would create a command to request the contents of the Inbox.

If p is xed, this is a linear function of r as might be expected If we wait for the rst head in tossing a fair coin, r = 1 and p = 1/2 so our average waiting time is two tosses

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