Carrier selection and management : A case study on Neste Oil Retail

Service provider selection has been said to be a critical factor in the formation of supply chains. Through successful selection companies can attain competitive advantage, cost savings and more flexible operations. Service provider management is the next crucial step in outsourcing process after the selection has been made. Without proper management companies cannot be sure about the level of service they have bought and they may suffer from service provider's opportunistic behavior. In worst case scenario the buyer company may end up in locked-in situation in which it is totally dependent of the service provider. This thesis studies how the case company conducts its carrier selection process along with the criteria related to it. A model for the final selection is also provided. In addition, case company's carrier management procedures are reflected against recommendations from previous researches. The research was conducted as a qualitative case study on the principal company, Neste Oil Retail. A literature review was made on outsourcing, service provider selection and service provider management. On the basis of the literature review, this thesis ended up recommending Analytic hierarchy process as the preferred model for the carrier selection. Furthermore, Agency theory was seen to be a functional framework for carrier management in this study. Empirical part of this thesis was conducted in the case company by interviewing the key persons in the selection process, making observations and going through documentations related to the subject. According to the results from the study, both carrier selection process as well as carrier management were closely in line with suggestions from literature review. Analytic hierarchy process results revealed that the case company considers service quality as the most important criteria with financial situation and price of service following behind with almost identical weights with each other. Equipment and personnel was seen as the least important selection criterion. Regarding carrier management, the study resulted in the conclusion that the company should consider engaging more in carrier development and working towards beneficial and effective relationships. Otherwise, no major changes were recommended for the case company processes.

Urana työllistyminen

Tutkimuksen tarkoituksena on ollut selvittää pitkään työttömänä olleiden ammatinvaihtajien ammatinvaihdon ja työllistymisen etenemistä. Tämän lisäksi tutkimuksessa on tarkasteltu kohderyhmän mielikuvaa ohjaavasta koulutuksesta. Pitkittäistutkimus on toteutettu seurannalla, jonka välietappina on ollut kohderyhmän osallistuminen ohjaavaan koulutukseen. Työvoimapoliittinen ohjaava koulutus edusti erityisesti vaikeasti työllistettäville kohdistettavaa interventiota, jolla pyrittiin puuttumaan työttömyyskierteeseen ja ehkäisemään syrjäytymiskehityksen jatkuminen. Tutkimuksen kohderyhmäksi valitut ihmiset (51) ovat suoranaisessa keskiössä tutkittaessa työelämästä syrjäytymistä. Heikentyneet työelämävalmiudet ja työmarkkinakelpoisuus ovat tehneet heistä vaikeasti työllistettäviä. Heidän valintansa kohderyhmäksi, työhallinnon tekemän kurssiosoituksen kriteereinä olevien pitkäaikaistyöttömyyden sekä epäonnistuneen ammatinvaihdon perusteella, osoittaa heidän olevan erityisen ohjauksen ja tuen tarpeessa. On kuitenkin huomattava, että heidät on valittu kohderyhmäksi paitsi kurssiosoituksen saaneina pitkäaikaistyöttöminä myös ammatinvaihtajina, jotka itse haluavat vaihtaa ammattiaan. Tutkimusaineistona ovat olleet työhallinnon asiakasrekisteritiedot ja seurantatutkimuksen perusteella muodostetuista ryhmistä valittujen neljän tapaushenkilön teemahaastatteluaineistot. Tutkimusaineistoa on käsitelty laadullisesti, koska tutkimus kuuluu laadullisen tutkimuksen piiriin sekä tutkimuksen kohteena olevan ilmiön, tutkimuskysymysten ja -aineistojen että tarkoituksensa perusteella. Tutkimuksessa on kuvattu pitkäaikaistyöttömien henkilöiden ammatinvaihtoa ja työllistymistä. Kuvatuissa tapauksissa ammatinvaihtotarve perustuu suurimmalla osalla terveydellisiin rajoitteisiin, joiden vuoksi aikaisemmassa työssä toimiminen on mahdotonta. Useimmiten vajaakuntoisuus on merkittävästi pitkittänyt heidän työttömyyttään. Tämän vuoksi seurantatutkimuksessa on keskitytty tarkastelemaan ammatinvaihtoprosessin etenemistä. Muun muassa työttömyyttä laajasti tutkineet Aho ja Vähätalo ovat todenneet vajaakuntoisuuden olevan merkittävä työttömyyden pitkittymiseen vaikuttava tekijä. Ahon mukaan vajaakuntoisiksi diagnosoituja on jopa viidennes kroonisesti pitkäaikaistyöttömistä työhallinnon asiakasrekisteriin kirjatuista henkilöistä. Monen tekijän summana pitkään työttömänä olleet henkilöt ovat vaarassa ajautua tilanteeseen, jossa he eivät enää kykene omin avuin löytämään ulospääsyä työttömyydestä Tämän seurantatutkimuksen perusteella vain hyvin harvalla kohderyhmään kuuluvista on ammatinvaihdossa ja työllistymisessä tapahtunut merkittävää edistymistä huolimatta useiden vuosien yrittämisestä. Ammatinvaihdon ja työllistymisen edistymistä on tarkasteltu sen perusteella, miten työelämään ja/tai koulutukseen sijoittumiset tai muut toiminnot ovat edesauttaneet tavoitteen toteutumista. Seurantatutkimuksessa on muodostettu neljä tyyppiryhmää ammatinvaihdon ja työllistymisen etenemisen perusteella. Ryhmät ovat: Ammatinvaihdossa onnistuneet (5), ammatinvaihdossa edistyneet (19), pitkäaikaistyöttömäksi jääneet (12) ja epätarkoituksenmukaisesti sijoittuneet (15). Ammatinvaihdossa onnistuneet ovat toteuttaneet ammatinvaihtonsa siirtymällä suoraan työelämään uudelle alalle, työllistymällä koulutusta vastaavaan työhön uudelleenkoulutuksen jälkeen tai kouluttautumalla uuteen ammattiin työllistymättä. Kuitenkin vain kolme heistä on sijoittunut seurannan päättyessä pysyväisluonteiseen terveydelleen soveltuvaan työhön muiden ollessa edelleen työttömänä. Ammatinvaihdossa edistyneet ovat suurimmaksi osaksi edistyneet ammatinvaihdossaan soveltuvien tukitöiden avulla. Työttömyys on kuitenkin jatkunut valtaosalla ja vain yksi heistä on sijoittuneena työelämään seurannan päättyessä. Tämä sijoittuminen ei ole kuitenkaan edistänyt ammatinvaihtoa. Pitkäaikaistyöttömäksi jääneet ovat olleet yhtäjaksoisesti työttömänä kokoseurantajakson ajan. Epätarkoituksenmukaisesti sijoittuneet ovat enimmäkseen sijoittuneet terveytensä kannalta haitallisiin ja/tai ammatinvaihtosuunnitelmilleen soveltumattomiin sijoitustöihin ja määräaikaisuuksiin. Seurannan päättyessä heovat joko työttömänä tai toimivat ammatinvaihtotavoitteensa kannalta haitallisissa työtehtävissä. Tämä on vahvistanut mielikuvaa, joka usealle heille on muodostunut ohjaavasta koulutuksesta työttömille suunnattuna sanktiona, joka ei edistä työllistymistä. Ohjaavassa koulutuksessa suurin osa heistä on kokenut hyötyneensä työharjoittelujaksosta, joka on antanut käyttökelpoista tietoa ammatinvalintaa varten. Lukuun ottamatta kolmea henkilöä, jotka ovat seurannan päättyessä pysyväisluonteisessa työssä terveydelleen soveltuvassa ammatissa, ovat kaikki muut kohderyhmään kuuluvat edelleen erityisen ohjauksen ja tuen tarpeessa johtuen ammatinvaihdon keskeneräisyydestä ja/tai työttömyyden jatkumisesta. Yhdistävänä tekijänä ammatinvaihdossa onnistuneilla vaikuttaa olleen tulevaisuususkon säilyminen pitkäaikaistyöttömyydessä. Sekä ammatinvaihdossa onnistuneet että edistyneet ovat kokeneet työttömyyteen katkoksia tuoneet työt merkityksellisinä riippumatta siitä, ovatko työtehtävät edistäneet ammatinvaihtoa.

Healthcare Information System Selection Model for Medical Clinics

The issue of selecting an appropriate healthcare information system is a very essential one. If implemented healthcare information system doesn’t fit particular healthcare institution, for example there are unnecessary functions; healthcare institution wastes its resources and its efficiency decreases. The purpose of this research is to develop a healthcare information system selection model to assist the decision-making process of choosing healthcare information system. Appropriate healthcare information system helps healthcare institutions to become more effective and efficient and keep up with the times. The research is based on comparison analysis of 50 healthcare information systems and 6 interviews with experts from St-Petersburg healthcare institutions that already have experience in healthcare information system utilization. 13 characteristics of healthcare information systems: 5 key and 7 additional features are identified and considered in the selection model development. Variables are used in the selection model in order to narrow the decision algorithm and to avoid duplication of brunches. The questions in the healthcare information systems selection model are designed to be easy-to-understand for common a decision-maker in healthcare institution without permanent establishment.

Optimization of trial wave functions for use in quantum Monte Carlo with application to LiH

Methods for both partial and full optimization of wavefunction parameters are explored, and these are applied to the LiH molecule. A partial optimization can be easily performed with little difficulty. But to perform a full optimization we must avoid a wrong minimum, and deal with linear-dependency, time step-dependency and ensemble-dependency problems. Five basis sets are examined. The optimized wavefunction with a 3-function set gives a variational energy of -7.998 + 0.005 a.u., which is comparable to that (-7.990 + 0.003) 1 of Reynold's unoptimized \fin ( a double-~ set of eight functions). The optimized wavefunction with a double~ plus 3dz2 set gives ari energy of -8.052 + 0.003 a.u., which is comparable with the fixed-node energy (-8.059 + 0.004)1 of the \fin. The optimized double-~ function itself gives an energy of -8.049 + 0.002 a.u. Each number above was obtained on a Bourrghs 7900 mainframe computer with 14 -15 hrs CPU time.

The nesting biology of Ceratina (Hymenoptera: Apidae) in the Niagara Region : new species, nest site selection and parasitism

One of the most common bee genera in the Niagara Region, the genus Ceratina (Hymenoptera: Apidae) is composed of four species, C. dupla, C. calcarata, the very rare C. strenua, and a previously unknown species provisionally named C. near dupla. The primary goal of this thesis was to investigate how these closely related species coexist with one another in the Niagara ~ee community. The first necessary step was to describe and compare the nesting biologies and life histories of the three most common species, C. dupla, C. calcarata and the new C. near dupla, which was conducted in 2008 via nest collections and pan trapping. Ceratina dupla and C. calcarata were common, each comprising 49% of the population, while C. near dupla was rare, comprising only 2% of the population. Ceratina dupla and C. near dupla both nested more commonly in teasel (Dipsacus sp.) in the sun, occasionally in raspberry (Rubus sp.) in the shade, and never in shady sumac (Rhus sp.), while C. calcarata nested most commonly in raspberry and sumac (shaded) and occasionally in teasel (sunny). Ceratina near dupla differed from both C. dupla and C. calcarata in that it appeared to be partially bivoltine, with some females founding nests very early and then again very late in the season. To examine the interactions and possible competition for nests that may be taking place between C. dupla and C. calcarata, a nest choice experiment was conducted in 2009. This experiment allowed both species to choose among twigs from all three substrates in the sun and in the shade. I then compared the results from 2008 (where bees chose from what was available), to where they nested when given all options (2009 experiment). Both C. dupla and C. calcarata had the same preferences for microhabitat and nest substrate in 2009, that being raspberry and sumac twigs in the sun. As that microhabitat and nest substrate combination is extremely rare in nature, both species must make a choice. In nature Ceratina dupla nests more often in the preferred microhabitat (sun), while C. calcarata nests in the preferred substrate (raspberry). Nesting in the shade also leads to smaller clutch sizes, higher parasitism and lower numbers of live brood in C. calcarata, suggesting that C. dupla may be outcompeting C. calcarata for the sunny nesting sites. The development and host preferences of Ceratina parasitoids were also examined. Ceratina species in Niagara were parasitized by no less than eight species of arthropod. Six of these were wasps from the superfamily Chalcidoidea (Hymenoptera), one was a wasp from the family Ichneumonidae (Hymenoptera) and one was a physogastric mite from the family Pyemotidae (Acari). Parasites shared a wide range of developmental strategies, from ichneumonid larvae that needed to consume multiple Ceratina immatures to complete development, to the species from the Eulophidae (Baryscapus) and Encyrtidae (Coelopencyrtus), in which multiple individuals completed development inside a single Ceratina host. Biological data on parasitoids is scarce in the scientific literature, and this Chapter documents these interactions for future research.

Le motif d’empaquetage le long du sillon: une nouvelle entité structurale récurrente dans les ARN ribosomiques

La plupart des molécules d’ARN doivent se replier en structure tertiaire complexe afin d’accomplir leurs fonctions biologiques. Cependant, les déterminants d’une chaîne de polynucléotides qui sont nécessaires à son repliement et à ses interactions avec d’autres éléments sont essentiellement inconnus. L’établissement des relations structure-fonction dans les grandes molécules d’ARN passe inévitablement par l’analyse de chaque élément de leur structure de façon individuelle et en contexte avec d’autres éléments. À l’image d’une construction d’immeuble, une structure d’ARN est composée d’unités répétitives assemblées de façon spécifique. Les motifs récurrents d’ARN sont des arrangements de nucléotides retrouvés à différents endroits d’une structure tertiaire et possèdent des conformations identiques ou très similaires. Ainsi, une des étapes nécessaires à la compréhension de la structure et de la fonction des molécules d’ARN consiste à identifier de façon systématique les motifs récurrents et d’en effectuer une analyse comparative afin d’établir la séquence consensus. L’analyse de tous les cas d’empaquetage de doubles hélices dans la structure du ribosome a permis l’identification d’un nouvel arrangement nommé motif d’empaquetage le long du sillon (AGPM) (along-groove packing motif). Ce motif est retrouvé à 14 endroits dans la structure du ribosome de même qu’entre l’ARN ribosomique 23S et les molécules d’ARN de transfert liées aux sites ribosomaux P et E. Le motif se forme par l’empaquetage de deux doubles hélices via leur sillon mineur. Le squelette sucre-phosphate d’une hélice voyage le long du sillon mineur de l’autre hélice et vice versa. Dans chacune des hélices, la région de contact comprend quatre paires de bases. L’empaquetage le plus serré est retrouvé au centre de l’arrangement où l’on retrouve souvent une paire de bases GU dans une hélice interagissant avec une paire de bases Watson-Crick (WC) dans l’autre hélice. Même si la présence des paires de bases centrales GU versus WC au centre du motif augmente sa stabilité, d’autres alternatives existent pour différents représentants du motif. L’analyse comparative de trois librairies combinatoires de gènes d’AGPM, où les paires de bases centrales ont été variées de manière complètement aléatoire, a montré que le contexte structural influence l’étendue de la variabilité des séquences de nucléotides formant les paires de bases centrales. Le fait que l’identité des paires de bases centrales puisse varier suggérait la présence d’autres déterminants responsables au maintien de l’intégrité du motif. L’analyse de tous les contacts entre les hélices a révélé qu’en dehors du centre du motif, les interactions entre les squelettes sucre-phosphate s’effectuent via trois contacts ribose-ribose. Pour chacun de ces contacts, les riboses des nucléotides qui interagissent ensemble doivent adopter des positions particulières afin d’éviter qu’ils entrent en collision. Nous montrons que la position de ces riboses est modulée par des conformations spécifiques des paires de bases auxquelles ils appartiennent. Finalement, un autre motif récurrent identifié à l’intérieur même de la structure de trois cas d’AGPM a été nommé « adenosine-wedge ». Son analyse a révélé que ce dernier est lui-même composé d’un autre arrangement, nommé motif triangle-NAG (NAG-triangle). Nous montrons que le motif « adenosine-wedge » représente un arrangement complexe d’ARN composé de quatre éléments répétitifs, c’est-à-dire des motifs AGPM, « hook-turn », « A-minor » et triangle-NAG. Ceci illustre clairement l’arrangement hiérarchique des structures d’ARN qui peut aussi être observé pour d’autres motifs d’ARN. D’un point de vue plus global, mes résultats enrichissent notre compréhension générale du rôle des différents types d’interactions tertiaires dans la formation des molécules d’ARN complexes.

Structural aspects of the ribosome evolution and function

Les résultats ont été obtenus avec le logiciel "Insight-2" de Accelris (San Diego, CA)

Feature Selection for Face Detection

We present a new method to select features for a face detection system using Support Vector Machines (SVMs). In the first step we reduce the dimensionality of the input space by projecting the data into a subset of eigenvectors. The dimension of the subset is determined by a classification criterion based on minimizing a bound on the expected error probability of an SVM. In the second step we select features from the SVM feature space by removing those that have low contributions to the decision function of the SVM.

Use of decision trees in colour feature selection: application to object recognition in outdoor scenes

A new method for the automated selection of colour features is described. The algorithm consists of two stages of processing. In the first, a complete set of colour features is calculated for every object of interest in an image. In the second stage, each object is mapped into several n-dimensional feature spaces in order to select the feature set with the smallest variables able to discriminate the remaining objects. The evaluation of the discrimination power for each concrete subset of features is performed by means of decision trees composed of linear discrimination functions. This method can provide valuable help in outdoor scene analysis where no colour space has been demonstrated as being the most suitable. Experiment results recognizing objects in outdoor scenes are reported

Importancia de la inducción y tendencias de fuentes de reclutamiento

El área de Recursos humanos administra distintos procesos y controla aspectos en las organizaciones, pero en la actualidad con el nuevo pensamiento y tendencias se ha convertido en la conciencia y mano derecha de la gerencia general. Se preocupa por la atracción de talento, retención del mismo y la fase de desarrollo, entrenamiento y capacitación, además de las otras funciones que desempeña. Los anteriores tres aspectos involucran numerosos procesos detrás, uno de ellos conocido como provisión de personal. El objetivo de éste es tener control del headcount de una compañía teniendo en cuenta sus necesidades y requerimientos del negocio, pero además atraer individuos con potencial de crecimiento que aporten conocimientos y resultados a la organización. Para ello debe pasar por una serie de procesos y procedimientos que le permitirán encontrar a dichas personas con el fin de integrarlas y generar un engagement desde el día de ingreso a la empresa. En cada etapa de la provisión de personal se cumple con tareas necesarias e importantes para dar el siguiente paso, y combinado con el trabajo en equipo con otras áreas y la comunicación efectiva se logran los objetivos en cada uno de ellas. Por eso es vital entender con claridad los procesos dentro de éste, su importancia e interrelación y como cada una de ellas afecta o beneficia a la empresa. Una vez comprendido esto se podrá entender la relevancia de las fuentes de reclutamiento y la inducción, y como las nuevas tendencias globales en el área de recursos humanos y específicamente en las dos anteriores, permitirán brindar oportunidades de mejora para la provisión de personal y generación de valor al cliente interno y la compañía en la Región Andina (Bolivia, Colombia, Ecuador, Perú, Venezuela).

Modelling habitat selection and distribution of the critically endangered Jerdon's courser Rhinoptilus bitorquatus in scrub jungle: an application of a new tracking method

1. Jerdon's courser Rhinoptilus bitorquatus is a nocturnally active cursorial bird that is only known to occur in a small area of scrub jungle in Andhra Pradesh, India, and is listed as critically endangered by the IUCN. Information on its habitat requirements is needed urgently to underpin conservation measures. We quantified the habitat features that correlated with the use of different areas of scrub jungle by Jerdon's coursers, and developed a model to map potentially suitable habitat over large areas from satellite imagery and facilitate the design of surveys of Jerdon's courser distribution. 2. We used 11 arrays of 5-m long tracking strips consisting of smoothed fine soil to detect the footprints of Jerdon's coursers, and measured tracking rates (tracking events per strip night). We counted the number of bushes and trees, and described other attributes of vegetation and substrate in a 10-m square plot centred on each strip. We obtained reflectance data from Landsat 7 satellite imagery for the pixel within which each strip lay. 3. We used logistic regression models to describe the relationship between tracking rate by Jerdon's coursers and characteristics of the habitat around the strips, using ground-based survey data and satellite imagery. 4. Jerdon's coursers were most likely to occur where the density of large (>2 m tall) bushes was in the range 300-700 ha(-1) and where the density of smaller bushes was less than 1000 ha(-1). This habitat was detectable using satellite imagery. 5. Synthesis and applications. The occurrence of Jerdon's courser is strongly correlated with the density of bushes and trees, and is in turn affected by grazing with domestic livestock, woodcutting and mechanical clearance of bushes to create pasture, orchards and farmland. It is likely that there is an optimal level of grazing and woodcutting that would maintain or create suitable conditions for the species. Knowledge of the species' distribution is incomplete and there is considerable pressure from human use of apparently suitable habitats. Hence, distribution mapping is a high conservation priority. A two-step procedure is proposed, involving the use of ground surveys of bush density to calibrate satellite image-based mapping of potential habitat. These maps could then be used to select priority areas for Jerdon's courser surveys. The use of tracking strips to study habitat selection and distribution has potential in studies of other scarce and secretive species.

Bayesian estimation and selection of nonlinear vector error correction models: The case of the sugar-ethanol-oil nexus in Brazil

Nonlinear adjustment toward long-run price equilibrium relationships in the sugar-ethanol-oil nexus in Brazil is examined. We develop generalized bivariate error correction models that allow for cointegration between sugar, ethanol, and oil prices, where dynamic adjustments are potentially nonlinear functions of the disequilibrium errors. A range of models are estimated using Bayesian Monte Carlo Markov Chain algorithms and compared using Bayesian model selection methods. The results suggest that the long-run drivers of Brazilian sugar prices are oil prices and that there are nonlinearities in the adjustment processes of sugar and ethanol prices to oil price but linear adjustment between ethanol and sugar prices.

Modelling habitat selection and distribution of the critically endangered Jerdon's courser Rhinoptilus bitorquatus in scrub jungle: an application of a new tracking method

1. Jerdon's courser Rhinoptilus bitorquatus is a nocturnally active cursorial bird that is only known to occur in a small area of scrub jungle in Andhra Pradesh, India, and is listed as critically endangered by the IUCN. Information on its habitat requirements is needed urgently to underpin conservation measures. We quantified the habitat features that correlated with the use of different areas of scrub jungle by Jerdon's coursers, and developed a model to map potentially suitable habitat over large areas from satellite imagery and facilitate the design of surveys of Jerdon's courser distribution. 2. We used 11 arrays of 5-m long tracking strips consisting of smoothed fine soil to detect the footprints of Jerdon's coursers, and measured tracking rates (tracking events per strip night). We counted the number of bushes and trees, and described other attributes of vegetation and substrate in a 10-m square plot centred on each strip. We obtained reflectance data from Landsat 7 satellite imagery for the pixel within which each strip lay. 3. We used logistic regression models to describe the relationship between tracking rate by Jerdon's coursers and characteristics of the habitat around the strips, using ground-based survey data and satellite imagery. 4. Jerdon's coursers were most likely to occur where the density of large (>2 m tall) bushes was in the range 300-700 ha(-1) and where the density of smaller bushes was less than 1000 ha(-1). This habitat was detectable using satellite imagery. 5. Synthesis and applications. The occurrence of Jerdon's courser is strongly correlated with the density of bushes and trees, and is in turn affected by grazing with domestic livestock, woodcutting and mechanical clearance of bushes to create pasture, orchards and farmland. It is likely that there is an optimal level of grazing and woodcutting that would maintain or create suitable conditions for the species. Knowledge of the species' distribution is incomplete and there is considerable pressure from human use of apparently suitable habitats. Hence, distribution mapping is a high conservation priority. A two-step procedure is proposed, involving the use of ground surveys of bush density to calibrate satellite image-based mapping of potential habitat. These maps could then be used to select priority areas for Jerdon's courser surveys. The use of tracking strips to study habitat selection and distribution has potential in studies of other scarce and secretive species.

Investigating scaling of an abstracted LCS utilising ternary and S-Expression alphabets

Utilising the expressive power of S-Expressions in Learning Classifier Systems often prohibitively increases the search space due to increased flexibility of the endcoding. This work shows that selection of appropriate S-Expression functions through domain knowledge improves scaling in problems, as expected. It is also known that simple alphabets perform well on relatively small sized problems in a domain, e.g. ternary alphabet in the 6, 11 and 20 bit MUX domain. Once fit ternary rules have been formed it was investigated whether higher order learning was possible and whether this staged learning facilitated selection of appropriate functions in complex alphabets, e.g. selection of S-Expression functions. This novel methodology is shown to provide compact results (135-MUX) and exhibits potential for scaling well (1034-MUX), but is only a small step towards introducing abstraction to LCS.

A forward constrained selection algorithm for probabilistic neural network

A new probabilistic neural network (PNN) learning algorithm based on forward constrained selection (PNN-FCS) is proposed. An incremental learning scheme is adopted such that at each step, new neurons, one for each class, are selected from the training samples arid the weights of the neurons are estimated so as to minimize the overall misclassification error rate. In this manner, only the most significant training samples are used as the neurons. It is shown by simulation that the resultant networks of PNN-FCS have good classification performance compared to other types of classifiers, but much smaller model sizes than conventional PNN.