Computation of multiple correspondence analysis, with code in R

The generalization of simple correspondence analysis, for two categorical variables, to multiple correspondence analysis where they may be three or more variables, is not straighforward, both from a mathematical and computational point of view. In this paper we detail the exact computational steps involved in performing a multiple correspondence analysis, including the special aspects of adjusting the principal inertias to correct the percentages of inertia, supplementary points and subset analysis. Furthermore, we give the algorithm for joint correspondence analysis where the cross-tabulations of all unique pairs of variables are analysed jointly. The code in the R language for every step of the computations is given, as well as the results of each computation.

Research joint ventures and optimal R&D policy with asymmetric information

When to allow Research Joint Ventures (RJVs) or not is an importantinstrument in the development of an optimal R&D policy. Theregulator, however, is unlikely to know all the relevant informationto regulate R&D optimally. The extent to which there existappropriability problems between the firms is one such variable thatis private information to the firms in the industry. In a duopolysetting we analyze the characteristics of a second-best R&D policywhere the government can either allow RJVs or not and give lump-sumsubsidies to the parties involved. The second-best R&D policy withoutsubsidies will either block some welfare improving RJVs or allow somewelfare reducing ones. With lump-sum subsidies, the second-best policytrades off the expected subsidy cost with allowing welfare decreasingRJVs or blocking welfare increasing ones.

Pharmaceutical generics, vertical product differentiation and public policy

This paper studies oligopolistic competition in off-patent pharmaceuticalmarkets using a vertical product differentiation model. This model canexplain the observation that countries with stronger regulations havesmaller generic market shares. It can also explain the differences inobserved regulatory regimes. Stronger regulation may be due to a higherproportion of production that is done by foreign firms. Finally, a closelyrelated model can account for the observed increase in prices by patentowners after entry of generic producers.

Pääministeri R. v. Fieandt 15/3 1958

Kirje

Multimarket contact in pharmaceutical markets

We analyze the effect of multimarket contact on the pricing behavior of pharmaceutical firms controlling for different levels of regulatory constraints using the IMS MIDAS database for the industry. Theoretically, under product differentiation, firms may find it profitable to allocate their market power among markets where they are operating, specifically from more collusive to more competitive ones. We present evidence for nine OECD countries suggesting the existence of a multimarket effect for more market friendly countries (U.S. and Canada) and less regulated ones (U.K., Germany, Netherlands), while the results are more unstable for highly regulated countries with some countries being consistent with the theory (France) while others contradicting it (Japan, Italy and Spain). A key result indicates thatin the latter countries, price constraints are so intense, that there is little room for allocating market power. Thus equilibrium prices are expected in general to be lower in regulated countries.

Estudio de otolitos de Odonthestes regia r., Pejerrey: determinación de edad

El estudio de los incrementos marginales de crecimiento mensual de otolitos de pejerrey , sugiere: Un inicio de formación de anillo para el mes de julio y otra formación para enero; ambos se encuentran relacionados al ápice y secundario del desove. La regresión que relaciona la longitud del pez (cm) con la longitud del otolito (mm) corresponde a: Y=2 .302 + 7.72163 X, R=0. 99, N=427 especímenes . La distribución mensual de longitudes del total de pe­ces N=798, sugiere que hay una reducción del tamaño modal después de abril con una alta proporción de peces menores de 15 cm y ésto alcanza su máximo más o menos entre julio y setiembre. Este cambio puede significar que el reclutamiento tomaría lugar entre mayo y octubre con el ápice en agosto. La madurez sexual , estudio de la distribución porcentual por estadios a lo largo de todos los meses del año 1975, Sugiere: considerando los estadíos V, VI, VII juntos y el VI separadamente, que el ápice del desove es en julio con un rango entre mayo y octubre y con un ápice secundario en enero. El contaje de anillos anuales en la estructura de los otolitos nos dice que esta especie es de vida corta no más de tres años. La ecuación de crecimiento de von Bertalanf fy corresponde)

Endogeneizing know-how flows through the nature of R&D investments

In this paper we carefully link knowledge flows to and from a firm s innovation process with this firm s investment decisions. Three types of investments are considered: investments in applied research, investments in basic research, and investments in intellectual property protection. Only when basic research is performed, can the firm effectively access incoming knowledge flows and these incoming spillovers serve to increase the efficiency of own applied research. The firm can at the same time influence outgoing knowledge flows, improving appropriability of its innovations, by investing in protection. Our results indicate that firms with small budgets for innovation will not invest in basic research. This occurs in the short run, when the budget for know-how creation is restricted, or in the long-run, when market opportunities are low, when legal protection is not very important, or, when the pool of accessible and relevant external know-how is limited. The ratio of basic to applied research is non-decreasing in the size of the pool of accessible external know-how, the size and opportunity of the market, and, the effectiveness of intellectual property rights protection. This indicates the existence of economies of scale in basic research due to external market related factors. Empirical evidence from a sample of innovative manufacturing firms in Belgium confirms the economies of scale in basic research as a consequence of the firm s capacity to access external knowledge flows and to protectintellectual property, as well as the complementarity between legal and strategic investments.

Incentives and pharmaceutical reimbursement reforms in Spain

The aim of this paper is to assess whether cost-containment has beenaffected by recent pharmaceutical reimbursement reforms that have beenintroduced in the Spanish health care system over the period 1996-2002,under the conservative Popular Party government. Four main reimbursementpolicies can be observed in the Spanish pharmaceutical market after1996, each of them largely unintegrated with the other three. First, asecond supplementary negative list of excluded pharmaceutical productswas introduced in 1998. Second, a reference pricing system wasintroduced in December 2000, with annual updating and enlargement.Third, the pharmacies payment system has moved from the traditionalset margin on the consumer price to a margin that varies according tothe consumer price of the product, the generic status of the product,and the volume of sales by pharmacies. And fourth, general agreementsbetween the government and the industry have been reached with costcontainment objectives. In the final section of this paper we presentan overall assessment of the impact of these pharmaceuticalreimbursement policies on the behaviour of the agents in thepharmaceutical market.

Catalogue des dessins anciens du Moyen-Age et de la Renaissance (XVe et XVIe siècles), Oeuvres de J. Amman, B. Beham, P. Brueghel, H. Burgkmair, L. Cambiaso, J. Cousin, A. Durer, H. Goltzius, U. Graf, Lagneau, E. de Laune, F. Mazzuola, M. Ostendrofer, J. Palma, Le Primatice, B. Ramenghi, D. Robusti, J. Romain, T. Stimmer, P. Vénronèse, L. de Vinci, etc., etc. ; Dessins, pastels, aquarelles des XVIIe et XVIIIe siècle par N. Berchem, Brauwer, A. Guyp, Dumonstier, C. Dusart, A. Van Dyck, J.-H. Fragonard, Cl. Gellée, Van Goyen, J. Jordaens, J. Lievens, G. Metzu, I. Moucheron, R. Nanteuil, A. Van Ostade, A. Pajou, J.-B. Perronneau, P. Potter, N. Poussin, Rembrandt, P.-P. Rubens, J. Ruysdael, G.-B. Tiepolo, A. et W. Van de Velde, C. Visscher, A. Watteau, etc., etc., composant la collection de M. A. Beurdeley et dont la vente [6e vente] aux enchères publiques, après décès, aura lieu Galerie Georges Petit, 8, rue de Sèze, les mardi 8, mercredi 9 et jeudi 10 juin 1920 / Commissaires-priseurs, Me F. Lair-Dubreuil, Me Henri Baudoin ; experts M. Jules Féral, M. Marius Paulme ; [préface de Marcel Nicolle]

[Vente (Art). 1920-06-08 - 1920-06-10. Paris]