diff --git "a/train.txt" "b/train.txt" new file mode 100644--- /dev/null +++ "b/train.txt" @@ -0,0 +1,142508 @@ +Knowledge B-KEY +management I-KEY +The O +article O +defines O +knowledge B-KEY +management I-KEY +, O +discusses O +its O +role O +, O +and O +describes O +its O +functions O +. O +It O +also O +explains O +the O +principles O +of O +knowledge B-KEY +management I-KEY +, O +enumerates O +the O +strategies O +involved O +in O +knowledge B-KEY +management I-KEY +, O +and O +traces O +its O +history O +in O +brief O +. O +The O +focus O +is O +on O +its O +interdisciplinary O +nature O +. O +The O +steps O +involved O +in O +knowledge B-KEY +management I-KEY +i.e. O +identifying O +, O +collecting O +and O +capturing O +, O +selecting O +, O +organizing O +and O +storing O +, O +sharing O +, O +applying O +, O +and O +creating O +, O +are O +explained O +. 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O +It O +may O +not O +be O +necessary O +, O +however O +, O +to O +quantify O +the O +entanglement B-KEY +of O +a O +state O +in O +order O +to O +quantify O +the O +quantum B-KEY +information I-KEY +processing I-KEY +significance O +of O +a O +state O +. O +It O +is O +known O +that O +the O +fully O +entangled B-KEY +fraction O +has O +a O +direct O +relationship O +to O +the O +fidelity O +of O +teleportation O +maximized O +under O +the O +actions O +of O +local O +unitary O +operations O +. O +In O +the O +case O +of O +two O +qubits O +we O +point O +out O +that O +the O +fully O +entangled B-KEY +fraction O +can O +also O +be O +related O +to O +the O +fidelities O +, O +maximized O +under O +the O +actions O +of O +local O +unitary O +operations O +, O +of O +other O +important O +quantum O +information O +tasks O +such O +as O +dense O +coding O +, O +entanglement O +swapping O +and O +quantum O +cryptography O +in O +such O +a O +way O +as O +to O +provide O +an O +inclusive O +measure O +of O +these O +entanglement O +applications O +. O +For O +two O +qubit O +systems O +the O +fully O +entangled B-KEY +fraction O +has O +a O +simple O +known O +closed-form O +expression O +and O +we O +establish O +lower O +and O +upper O +bounds O +of O +this O +quantity O +with O +the O +concurrence O +. O +This O +approach O +is O +readily O +extendable O +to O +more O +complicated O +systems O + +Efficient B-KEY +tracking I-KEY +of O +the O +cross-correlation B-KEY +coefficient I-KEY +In O +many O +-LRB- O +audio O +-RRB- O +processing O +algorithms O +, O +involving O +manipulation O +of O +discrete-time B-KEY +signals I-KEY +, O +the O +performance O +can O +vary O +strongly O +over O +the O +repertoire O +that O +is O +used O +. O +This O +may O +be O +the O +case O +when O +the O +signals O +from O +the O +various O +channels O +are O +allowed O +to O +be O +strongly O +positively O +or O +negatively O +correlated O +. O +We O +propose O +and O +analyze O +a O +general O +formula O +for O +tracking O +the O +-LRB- O +time-dependent O +-RRB- O +correlation O +between O +two O +signals O +. O +Some O +special O +cases O +of O +this O +formula O +lead O +to O +classical O +results O +known O +from O +the O +literature O +, O +others O +are O +new O +. O +This O +formula O +is O +recursive O +in O +nature O +, O +and O +uses O +only O +the O +instantaneous O +values O +of O +the O +two O +signals O +, O +in O +a O +low-cost O +and O +low-complexity O +manner O +; O +in O +particular O +, O +there O +is O +no O +need O +to O +take O +square O +roots O +or O +to O +carry O +out O +divisions O +. O +Furthermore O +, O +this O +formula O +can O +be O +modified O +with O +respect O +to O +the O +occurrence O +of O +the O +two O +signals O +so O +as O +to O +further O +decrease O +the O +complexity O +, O +and O +increase O +ease O +of O +implementation O +. O +The O +latter O +modification O +comes O +at O +the O +expense O +that O +not O +the O +actual O +correlation O +is O +tracked O +, O +but O +, O +rather O +, O +a O +somewhat O +deformed O +version O +of O +it O +. O +To O +overcome O +this O +problem O +, O +we O +propose O +, O +for O +a O +number O +of O +instances O +of O +the O +tracking O +formula O +, O +a O +simple O +warping B-KEY +operation I-KEY +on O +the O +deformed B-KEY +correlation I-KEY +. O +Now O +we O +obtain O +, O +at O +least O +for O +sinusoidal B-KEY +signals I-KEY +, O +the O +correct O +value O +of O +the O +correlation O +coefficient O +. O +Special O +attention O +is O +paid O +to O +the O +convergence B-KEY +behavior I-KEY +of O +the O +algorithm O +for O +stationary B-KEY +signals I-KEY +and O +the O +dynamic B-KEY +behavior I-KEY +if O +there O +is O +a O +transition O +to O +another O +stationary B-KEY +state I-KEY +; O +the O +latter O +is O +considered O +to O +be O +important O +to O +study O +the O +tracking O +abilities O +to O +nonstationary B-KEY +signals I-KEY +. O +We O +illustrate O +tracking B-KEY +algorithm I-KEY +by O +using O +it O +for O +stereo B-KEY +music I-KEY +fragments I-KEY +, O +obtained O +from O +a O +number O +of O +digital B-KEY +audio I-KEY +recordings I-KEY + +A O +brief O +history O +of O +electronic B-KEY +reserves I-KEY +Electronic B-KEY +reserves I-KEY +has O +existed O +as O +a O +library B-KEY +service I-KEY +for O +barely O +ten O +years O +, O +yet O +its O +history O +, O +however O +brief O +, O +is O +important O +as O +an O +indicator O +of O +the O +direction O +being O +taken O +by O +the O +profession O +of O +Librarianship B-KEY +as O +a O +whole O +. O +Recent O +improvements O +in O +technology O +and O +a O +desire O +to O +provide O +better O +service O +to O +students B-KEY +and O +faculty B-KEY +have O +resulted O +in O +the O +implementation O +of O +e-reserves O +by O +ever O +greater O +numbers O +of O +academic B-KEY +libraries I-KEY +. O +Yet O +a O +great O +deal O +of O +confusion O +still O +surrounds O +the O +issue O +of O +copyright B-KEY +compliance I-KEY +. O +Negotiation B-KEY +, O +litigation B-KEY +, O +and O +legislation B-KEY +in O +particular O +have O +framed O +the O +debate O +over O +the O +application O +of O +fair O +use O +to O +an O +e-reserves B-KEY +environment I-KEY +, O +and O +the O +question O +of O +whether O +or O +not O +permission B-KEY +fees I-KEY +should O +be O +paid O +to O +rights O +holders O +, O +but O +as O +of O +yet O +no O +definitive O +answers O +or O +standards O +have O +emerged O + +Access B-KEY +privilege I-KEY +management I-KEY +in O +protection B-KEY +systems I-KEY +We O +consider O +the O +problem O +of O +managing O +access O +privileges O +on O +protected B-KEY +objects I-KEY +. O +We O +associate O +one O +or O +more O +locks B-KEY +with O +each O +object O +, O +one O +lock B-KEY +for O +each O +access O +right O +defined O +by O +the O +object O +type O +. O +Possession O +of O +an O +access O +right O +on O +a O +given O +object O +is O +certified O +by O +possession O +of O +a O +key O +for O +this O +object O +, O +if O +this O +key O +matches O +one O +of O +the O +object O +locks B-KEY +. O +We O +introduce O +a O +number O +of O +variants O +to O +this O +basic O +key-lock O +technique O +. O +Polymorphic B-KEY +access I-KEY +rights I-KEY +make O +it O +possible O +to O +decrease O +the O +number O +of O +keys O +required O +to O +certify O +possession O +of O +complex O +access O +privileges O +that O +are O +defined O +in O +terms O +of O +several O +access O +rights O +. O +Multiple O +locks B-KEY +on O +the O +same O +access O +right O +allow O +us O +to O +exercise O +forms O +of O +selective B-KEY +revocation I-KEY +of O +access O +privileges O +. O +A O +lock B-KEY +conversion O +function O +can O +be O +used O +to O +reduce O +the O +number O +of O +locks O +associated O +with O +any O +given O +object O +to O +a O +single O +lock O +. O +The O +extent O +of O +the O +results O +obtained O +is O +evaluated O +in O +relation O +to O +alternative O +methodologies O +for O +access B-KEY +privilege I-KEY +management I-KEY + +Relationship O +between O +strong B-KEY +monotonicity I-KEY +property I-KEY +, O +P/sub O +2 O +/ O +- O +property O +, O +and O +the O +GUS-property B-KEY +in O +semidefinite B-KEY +linear I-KEY +complementarity I-KEY +problems I-KEY +In O +a O +recent O +paper O +on O +semidefinite B-KEY +linear I-KEY +complementarity I-KEY +problems I-KEY +, O +Gowda O +and O +Song O +-LRB- O +2000 O +-RRB- O +introduced O +and O +studied O +the O +P-property O +, O +P/sub O +2 O +/ O +- O +property O +, O +GUS-property B-KEY +, O +and O +strong B-KEY +monotonicity I-KEY +property I-KEY +for O +linear B-KEY +transformation I-KEY +L O +: O +S/sup O +n O +/ O +to O +S/sup O +n O +/ O +, O +where O +S/sup O +n O +/ O +is O +the O +space O +of O +all O +symmetric O +and O +real O +n O +* O +n O +matrices O +. O +In O +an O +attempt O +to O +characterize O +the O +P/sub O +2 O +/ O +- O +property O +, O +they O +raised O +the O +following O +two O +questions O +: O +-LRB- O +i O +-RRB- O +Does O +the O +strong O +monotonicity O +imply O +the O +P/sub O +2 O +/ O +- O +property O +? O +-LRB- O +ii O +-RRB- O +Does O +the O +GUS-property B-KEY +imply O +the O +P/sub O +2 O +/ O +- O +property O +? O +In O +this O +paper O +, O +we O +show O +that O +the O +strong B-KEY +monotonicity I-KEY +property I-KEY +implies O +the O +P/sub O +2 O +/ O +- O +property O +for O +any O +linear B-KEY +transformation I-KEY +and O +describe O +an O +equivalence O +between O +these O +two O +properties O +for O +Lyapunov O +and O +other O +transformations O +. O +We O +show O +by O +means O +of O +an O +example O +that O +the O +GUS-property B-KEY +need O +not O +imply O +the O +P/sub O +2 O +/ O +- O +property O +, O +even O +for O +Lyapunov B-KEY +transformations I-KEY + +Marketing B-KEY +in O +CSIR B-KEY +libraries I-KEY +and O +information B-KEY +centres I-KEY +: O +a O +study O +on O +promotional O +efforts O +This O +paper O +examines O +the O +attitudes O +of O +librarians O +towards O +the O +promotional O +aspects O +in O +several O +CSIR B-KEY +libraries I-KEY +and O +information B-KEY +centres I-KEY +of O +India B-KEY +. O +The O +issues O +related O +to O +promotional B-KEY +activities I-KEY +of O +these O +libraries O +have O +been O +evaluated O +to O +determine O +the O +extent O +to O +which O +they O +are O +being O +practised O +. O +Librarians O +hold O +positive O +attitudes O +about O +promotional O +aspects O +of O +libraries O +and O +often O +practise O +them O +without O +knowing O +they O +are O +practising O +marketing B-KEY +concepts O +. O +Suggestions O +and O +strategies O +for O +improving O +the O +promotional B-KEY +activities I-KEY +in O +libraries O +and O +information O +services O +are O +put O +forth O +so O +as O +to O +meet O +the O +information B-KEY +needs I-KEY +and O +demands O +of O +clientele O + +Analysis O +of O +the O +surface B-KEY +roughness I-KEY +and O +dimensional B-KEY +accuracy I-KEY +capability I-KEY +of O +fused B-KEY +deposition I-KEY +modelling I-KEY +processes I-KEY +Building O +up O +materials O +in O +layers O +poses O +significant O +challenges O +from O +the O +viewpoint O +of O +material O +science O +, O +heat O +transfer O +and O +applied O +mechanics O +. O +However O +, O +numerous O +aspects O +of O +the O +use O +of O +these O +technologies O +have O +yet O +to O +be O +studied O +. O +One O +of O +these O +aspects O +is O +the O +characterization O +of O +the O +surface B-KEY +roughness I-KEY +and O +dimensional B-KEY +precision I-KEY +obtainable O +in O +layered B-KEY +manufacturing I-KEY +processes I-KEY +. O +In O +this O +paper O +, O +a O +study O +of O +roughness O +parameters O +obtained O +through O +the O +use O +of O +these O +manufacturing O +processes O +was O +made O +. O +Prototype B-KEY +parts I-KEY +were O +manufactured O +using O +FDM O +techniques O +and O +an O +experimental O +analysis O +of O +the O +resulting O +roughness B-KEY +average I-KEY +-LRB- O +R/sub O +a O +/ O +-RRB- O +and O +rms B-KEY +roughness I-KEY +-LRB- O +R/sub O +q O +/ O +-RRB- O +obtained O +through O +the O +use O +of O +these O +manufacturing O +processes O +was O +carried O +out O +. O +Dimensional O +parameters O +were O +also O +studied O +in O +order O +to O +determine O +the O +capability O +of O +the O +Fused B-KEY +Deposition I-KEY +Modelling I-KEY +process I-KEY +for O +manufacturing O +parts O + +Schedulability O +analysis O +of O +real-time O +traffic O +in O +WorldFIP B-KEY +networks I-KEY +: O +an O +integrated O +approach O +The O +WorldFIP O +protocol O +is O +one O +of O +the O +profiles O +that O +constitute O +the O +European O +fieldbus O +standard O +EN-50170 O +. O +It O +is O +particularly O +well O +suited O +to O +be O +used O +in O +distributed B-KEY +computer-controlled I-KEY +systems I-KEY +where O +a O +set O +of O +process O +variables O +must O +be O +shared O +among O +network O +devices O +. O +To O +cope O +with O +the O +real-time O +requirements O +of O +such O +systems O +, O +the O +protocol O +provides O +communication B-KEY +services I-KEY +based O +on O +the O +exchange O +of O +periodic O +and O +aperiodic O +identified O +variables O +. O +The O +periodic O +exchanges O +have O +the O +highest O +priority O +and O +are O +executed O +at O +run O +time O +according O +to O +a O +cyclic O +schedule O +. O +Therefore O +, O +the O +respective O +schedulability O +can O +be O +determined O +at O +pre-run-time O +when O +building O +the O +schedule O +table O +. O +Concerning O +the O +aperiodic B-KEY +exchanges I-KEY +, O +the O +situation O +is O +different O +since O +their O +priority O +is O +lower O +and O +they O +are O +bandied O +according O +to O +a O +first-come-first-served B-KEY +policy I-KEY +. O +In O +this O +paper O +, O +a O +response-time-based O +schedulability O +analysis O +for O +the O +real-time O +traffic O +is O +presented O +. O +Such O +analysis O +considers O +both O +types O +of O +traffic O +in O +an O +integrated O +way O +, O +according O +to O +their O +priorities O +. O +Furthermore O +, O +a O +fixed-priorities-based O +policy O +is O +also O +used O +to O +schedule O +the O +periodic O +traffic O +. O +The O +proposed O +analysis O +represents O +an O +improvement O +relative O +to O +previous O +work O +and O +it O +can O +be O +evaluated O +online O +as O +part O +of O +a O +traffic B-KEY +online I-KEY +admission I-KEY +control I-KEY +. O +This O +feature O +is O +of O +particular O +importance O +when O +a O +planning O +scheduler O +is O +used O +, O +instead O +of O +the O +typical O +offline O +static O +scheduler O +, O +to O +allow O +online O +changes O +to O +the O +set O +of O +periodic B-KEY +process I-KEY +variables I-KEY + +Control O +of O +a O +heavy-duty O +robotic B-KEY +excavator I-KEY +using O +time O +delay O +control O +with O +integral B-KEY +sliding I-KEY +surface I-KEY +The O +control O +of O +a O +robotic B-KEY +excavator I-KEY +is O +difficult O +from O +the O +standpoint O +of O +the O +following O +problems O +: O +parameter O +variations O +in O +mechanical O +structures O +, O +various O +nonlinearities O +in O +hydraulic O +actuators O +and O +disturbance O +due O +to O +the O +contact O +with O +the O +ground O +. O +In O +addition O +, O +the O +more O +the O +size O +of O +robotic B-KEY +excavators I-KEY +increases O +, O +the O +more O +the O +length O +and O +mass O +of O +the O +excavator O +links O +; O +the O +more O +the O +parameters O +of O +a O +heavy-duty O +excavator O +vary O +. O +A O +time-delay B-KEY +control I-KEY +with O +switching O +action O +-LRB- O +TDCSA O +-RRB- O +using O +an O +integral B-KEY +sliding I-KEY +surface I-KEY +is O +proposed O +in O +this O +paper O +for O +the O +control O +of O +a O +21-ton O +robotic B-KEY +excavator I-KEY +. O +Through O +analysis O +and O +experiments O +, O +we O +show O +that O +using O +an O +integral B-KEY +sliding I-KEY +surface I-KEY +for O +the O +switching O +action O +of O +TDCSA O +is O +better O +than O +using O +a O +PD-type O +sliding O +surface O +. O +The O +proposed O +controller O +is O +applied O +to O +straight-line O +motions O +of O +a O +21-ton O +robotic B-KEY +excavator I-KEY +with O +a O +speed O +level O +at O +which O +skillful O +operators O +work O +. O +Experiments O +, O +which O +were O +designed O +for O +surfaces O +with O +various O +inclinations O +and O +over O +broad O +ranges O +of O +joint O +motions O +, O +show O +that O +the O +proposed O +controller O +exhibits O +good O +performance O + +Use O +of O +SPOT B-KEY +images I-KEY +as O +a O +tool O +for O +coastal B-KEY +zone I-KEY +management I-KEY +and O +monitoring O +of O +environmental O +impacts O +in O +the O +coastal O +zone O +Modern O +techniques O +such O +as O +remote B-KEY +sensing I-KEY +have O +been O +one O +of O +the O +main O +factors O +leading O +toward O +the O +achievement O +of O +serious O +plans O +regarding O +coastal O +management O +. O +A O +multitemporal B-KEY +analysis I-KEY +of O +land B-KEY +use I-KEY +in O +certain O +areas O +of O +the O +Colombian B-KEY +Caribbean I-KEY +Coast I-KEY +is O +described O +. O +It O +mainly O +focuses O +on O +environmental O +impacts O +caused O +by O +anthropogenic B-KEY +activities I-KEY +, O +such O +as O +deforestation O +of O +mangroves O +due O +to O +shrimp B-KEY +farming I-KEY +. O +Selection O +of O +sensitive O +areas O +, O +percentage O +of O +destroyed O +mangroves O +, O +possible O +endangered B-KEY +areas I-KEY +, O +etc. O +, O +are O +some O +of O +the O +results O +of O +this O +analysis O +. O +Recommendations O +for O +a O +coastal O +management O +plan O +in O +the O +area O +have O +also O +resulted O +from O +this O +analysis O +. O +Some O +other O +consequences O +of O +the O +deforestation O +of O +mangroves O +in O +the O +coastal O +zone O +and O +the O +construction O +of O +shrimp B-KEY +ponds I-KEY +are O +also O +analyzed O +, O +such O +as O +the O +increase O +of O +erosion B-KEY +problems I-KEY +in O +these O +areas O +and O +water B-KEY +pollution I-KEY +, O +among O +others O +. O +The O +increase O +of O +erosion O +in O +these O +areas O +has O +also O +changed O +part O +of O +their O +morphology O +, O +which O +has O +been O +studied O +by O +the O +analysis O +of O +SPOT B-KEY +images I-KEY +in O +previous O +years O +. O +A O +serious O +concern O +exists O +about O +the O +future O +of O +these O +areas O +. O +For O +this O +reason O +new O +techniques O +like O +satellite B-KEY +images I-KEY +-LRB- O +SPOT O +-RRB- O +have O +been O +applied O +with O +good O +results O +, O +leading O +to O +more O +effective O +control O +and O +coastal O +management O +in O +the O +area O +. 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O +Dislikes O +arising O +from O +their O +work O +experiences O +are O +more O +likely O +to O +be O +associated O +with O +people O +and O +politics B-KEY +than O +with O +the O +work O +they O +do-and O +they O +would O +like O +to O +have O +more O +female O +colleagues O + +Fuzzy B-KEY +system I-KEY +modeling I-KEY +in O +pharmacology B-KEY +: O +an O +improved O +algorithm O +In O +this O +paper O +, O +we O +propose O +an O +improved O +fuzzy B-KEY +system I-KEY +modeling I-KEY +algorithm O +to O +address O +some O +of O +the O +limitations O +of O +the O +existing O +approaches O +identified O +during O +our O +modeling O +with O +pharmacological B-KEY +data O +. O +This O +algorithm O +differs O +from O +the O +existing O +ones O +in O +its O +approach O +to O +the O +cluster B-KEY +validity I-KEY +problem I-KEY +-LRB- O +i.e. O +, O +number O +of O +clusters O +-RRB- O +, O +the O +projection B-KEY +schema I-KEY +-LRB- O +i.e. O +, O +input O +membership O +assignment O +and O +rule O +determination O +-RRB- O +, O +and O +significant B-KEY +input I-KEY +determination I-KEY +. O +The O +new O +algorithm O +is O +compared O +with O +the O +Bazoon-Turksen O +model O +, O +which O +is O +based O +on O +the O +well-known O +Sugeno-Yasukawa O +approach O +. O +The O +comparison O +was O +made O +in O +terms O +of O +predictive B-KEY +performance I-KEY +using O +two O +different O +data O +sets O +. O +The O +first O +comparison O +was O +with O +a O +two O +variable O +nonlinear O +function O +prediction O +problem O +and O +the O +second O +comparison O +was O +with O +a O +clinical O +pharmacokinetic B-KEY +modeling I-KEY +problem O +. O +It O +is O +shown O +that O +the O +proposed O +algorithm O +provides O +more O +precise O +predictions O +. O +Determining O +the O +degree O +of O +significance O +for O +each O +input O +variable O +, O +allows O +the O +user O +to O +distinguish O +their O +relative O +importance O + +Achieving O +competitive B-KEY +capabilities I-KEY +in O +e-services B-KEY +What O +implications O +does O +the O +Internet B-KEY +have O +for O +service B-KEY +operations I-KEY +strategy I-KEY +? O +How O +can O +business B-KEY +performance I-KEY +of O +e-service B-KEY +companies O +be O +improved O +in O +today O +'s O +knowledge-based B-KEY +economy I-KEY +? O +These O +research O +questions O +are O +the O +subject O +of O +the O +paper O +. O +We O +propose O +a O +model O +that O +links O +the O +e-service B-KEY +company O +'s O +knowledge-based B-KEY +competencies I-KEY +with O +their O +competitive B-KEY +capabilities I-KEY +. O +Drawing O +from O +the O +current O +literature O +, O +our O +analysis O +suggests O +that O +services O +that O +strategically O +build O +a O +portfolio O +of O +knowledge-based B-KEY +competencies I-KEY +, O +namely O +human B-KEY +capital I-KEY +, O +structural B-KEY +capital I-KEY +, O +and O +absorptive B-KEY +capacity I-KEY +have O +more O +operations-based B-KEY +options I-KEY +, O +than O +their O +counterparts O +who O +are O +less O +apt O +to O +invest B-KEY +. O +We O +assume O +that O +the O +combinative B-KEY +capabilities I-KEY +of O +service B-KEY +quality I-KEY +, O +delivery B-KEY +, O +flexibility B-KEY +, O +and O +cost B-KEY +are O +determined O +by O +the O +investment B-KEY +in O +intellectual B-KEY +capital I-KEY +. O +Arguably O +, O +with O +the O +advent O +of O +the O +Internet B-KEY +, O +different O +operating O +models O +-LRB- O +e.g. O +, O +bricks-and-mortar B-KEY +, O +clicks-and-mortar B-KEY +, O +or O +pure O +dot-com B-KEY +-RRB- O +have O +different O +strategic B-KEY +imperatives I-KEY +in O +terms O +of O +knowledge-based B-KEY +competencies I-KEY +. O +Thus O +, O +the O +new O +e-operations O +paradigm O +can O +be O +viewed O +as O +a O +configuration O +of O +knowledge-based B-KEY +competencies I-KEY +and O +capabilities O + +A O +new O +method O +of O +regression O +on O +latent B-KEY +variables I-KEY +. O +Application O +to O +spectral B-KEY +data I-KEY +Several O +applications O +are O +based O +on O +the O +assessment O +of O +a O +linear B-KEY +model I-KEY +linking O +a O +set O +of O +variables O +Y O +to O +a O +set O +of O +predictors B-KEY +X O +. O +In O +the O +presence O +of O +strong B-KEY +colinearity I-KEY +among O +predictors B-KEY +, O +as O +in O +the O +case O +with O +spectral B-KEY +data I-KEY +, O +several O +alternative O +procedures O +to O +ordinary O +least O +squares O +-LRB- O +OLS O +-RRB- O +are O +proposed O +, O +We O +discuss O +a O +new O +alternative O +approach O +which O +we O +refer O +to O +as O +regression B-KEY +models I-KEY +through I-KEY +constrained I-KEY +principal I-KEY +components I-KEY +analysis I-KEY +-LRB- O +RM-CPCA O +-RRB- O +. O +This O +method O +basically O +shares O +certain O +common O +characteristics O +with O +PLS O +regression O +as O +the O +dependent B-KEY +variables I-KEY +play O +a O +central O +role O +in O +determining O +the O +latent B-KEY +variables I-KEY +to O +be O +used O +as O +predictors B-KEY +. O +Unlike O +PLS O +, O +however O +, O +the O +approach O +discussed O +leads O +to O +straightforward O +models O +. O +This O +method O +also O +bears O +some O +similarity O +to O +latent B-KEY +root I-KEY +regression I-KEY +analysis I-KEY +-LRB- O +LRR O +-RRB- O +that O +was O +discussed O +by O +several O +authors O +. O +Moreover O +, O +a O +tuning B-KEY +parameter I-KEY +that O +ranges O +between O +0 O +and O +1 O +is O +introduced O +and O +the O +family O +of O +models O +thus O +formed O +includes O +several O +other O +methods O +as O +particular O +cases O + +A O +shy O +invariant O +of O +graphs O +Moving O +from O +a O +well O +known O +result O +of O +P.L. O +Hammer O +et O +al. O +-LRB- O +1982 O +-RRB- O +, O +we O +introduce O +a O +new O +graph O +invariant B-KEY +, I-KEY +say O +lambda O +-LRB- O +G O +-RRB- O +referring O +to O +any O +graph O +G O +. O +It O +is O +a O +non-negative O +integer O +which O +is O +non-zero O +whenever O +G O +contains O +particular O +induced B-KEY +odd I-KEY +cycles I-KEY +or O +, O +equivalently O +, O +admits O +a O +particular O +minimum B-KEY +clique-partition I-KEY +. O +We O +show O +that O +-RRB- O +. O +-LRB- O +G O +-RRB- O +can O +be O +efficiently O +evaluated O +and O +that O +its O +determination O +allows O +one O +to O +reduce O +the O +hard O +problem O +of O +computing O +a O +minimum B-KEY +clique-cover I-KEY +of O +a O +graph O +to O +an O +identical O +problem O +of O +smaller O +size O +and O +special O +structure O +. O +Furthermore O +, O +one O +has O +alpha O +-LRB- O +G O +-RRB- O +< O +or O += O +theta O +-LRB- O +G O +-RRB- O +- O +lambda O +-LRB- O +G O +-RRB- O +, O +where O +alpha O +-LRB- O +G O +-RRB- O +and O +theta O +-LRB- O +G O +-RRB- O +respectively O +denote O +the O +cardinality B-KEY +of O +a O +maximum B-KEY +stable I-KEY +set I-KEY +of O +G O +and O +of O +a O +minimum B-KEY +clique-partition I-KEY +of O +G O + +An O +on-line B-KEY +distributed I-KEY +intelligent I-KEY +fault I-KEY +section I-KEY +estimation I-KEY +system I-KEY +for O +large-scale B-KEY +power I-KEY +networks I-KEY +In O +this O +paper O +, O +a O +novel O +distributed B-KEY +intelligent I-KEY +system I-KEY +is O +suggested O +for O +on-line B-KEY +fault I-KEY +section I-KEY +estimation I-KEY +-LRB- O +FSE O +-RRB- O +of O +large-scale B-KEY +power I-KEY +networks I-KEY +. O +As O +the O +first O +step O +, O +a O +multi-way B-KEY +graph I-KEY +partitioning I-KEY +method I-KEY +based I-KEY +on O +weighted B-KEY +minimum I-KEY +degree I-KEY +reordering I-KEY +is O +proposed O +for O +effectively O +partitioning O +the O +original O +large-scale B-KEY +power I-KEY +network I-KEY +into O +the O +desired O +number O +of O +connected B-KEY +sub-networks I-KEY +with O +quasi-balanced B-KEY +FSE I-KEY +burdens I-KEY +and O +minimum B-KEY +frontier I-KEY +elements I-KEY +. O +After O +partitioning O +, O +a O +distributed B-KEY +intelligent I-KEY +system I-KEY +based O +on O +radial B-KEY +basis I-KEY +function I-KEY +neural I-KEY +network I-KEY +-LRB- O +RBF O +NN O +-RRB- O +and O +companion O +fuzzy B-KEY +system I-KEY +is O +suggested O +for O +FSE O +. O +The O +relevant O +theoretical O +analysis O +and O +procedure O +are O +presented O +in O +the O +paper O +. O +The O +proposed O +distributed O +intelligent O +FSE O +method O +has O +been O +implemented O +with O +sparse B-KEY +storage I-KEY +technique I-KEY +and O +tested O +on O +the O +IEEE O +14 O +, O +30 O +and O +118-bus O +systems O +, O +respectively O +. O +Computer B-KEY +simulation I-KEY +results O +show O +that O +the O +proposed O +FSE O +method O +works O +successfully O +for O +large-scale B-KEY +power I-KEY +networks I-KEY + +Verification O +of O +non-functional O +properties O +of O +a O +composable B-KEY +architecture I-KEY +with O +Petri B-KEY +nets I-KEY +In O +this O +paper O +, O +we O +introduce O +our O +concept O +of O +composability O +and O +present O +the O +MSS B-KEY +architecture I-KEY +as O +an O +example O +for O +a O +composable B-KEY +architecture I-KEY +. O +MSS O +claims O +to O +be O +composable O +with O +respect O +to O +timing B-KEY +properties I-KEY +. O +We O +discuss O +, O +how O +to O +model O +and O +prove O +properties O +in O +such O +an O +architecture O +with O +time-extended O +Petrinets O +. O +As O +a O +result O +, O +the O +first O +step O +of O +a O +proof B-KEY +of I-KEY +composability I-KEY +is O +presented O +as O +well O +as O +a O +new O +kind O +of O +Petri B-KEY +net I-KEY +, O +which O +is O +more O +suitable O +for O +modeling O +architectures O +like O +MSS O + +From O +powder O +to O +perfect O +parts O +GKN B-KEY +Sinter I-KEY +Metals I-KEY +has O +increased O +productivity O +and O +quality O +by O +automating B-KEY +the O +powder B-KEY +metal I-KEY +lines I-KEY +that O +produce O +its O +transmission O +parts O + +Is O +diversity O +in O +computing O +a O +moral O +matter O +? O +We O +have O +presented O +an O +ethical B-KEY +argument I-KEY +that O +takes O +into O +consideration O +the O +subtleties O +of O +the O +issue O +surrounding O +under-representation O +in O +computing O +. O +We O +should O +emphasize O +that O +there O +is O +nothing O +subtle O +about O +overt O +, O +unfair B-KEY +discrimination I-KEY +. O +Where O +such O +injustice O +occurs O +, O +we O +condemn O +it O +. O +Our O +concern O +is O +that O +discrimination O +need O +not O +be O +explicit O +or O +overt O +. O +It O +need O +not O +be O +individual-to-individual O +. O +Rather O +, O +it O +can O +be O +subtly O +built O +into O +social B-KEY +practices I-KEY +and O +social B-KEY +institutions I-KEY +. O +Our O +analysis O +raises O +ethical O +questions O +about O +aspects O +of O +computing O +that O +drive O +women B-KEY +away O +, O +aspects O +that O +can O +be O +changed O +in O +ways O +that O +improve O +the O +profession O +and O +access O +to O +the O +profession O +. O +We O +hope O +that O +computing O +will O +move O +towards O +these O +improvements O +