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The basic difference between (I) and (W-H) is the inclusion of the term ark 1 ak instead of simple a. This results in a fundamental distinction between the classic leaning model (W-H) and the PL version. In the classic case, the learning rate a is generally made small in order to keep the system from radically responding to erroneous or outlier observations. In the PL version, the basic learning rate a can be made large because the effect of any observation incompatible with the current belief is repressed by the term rk 1 ak when ak is small. This effectively means that in these PL systems, if a relatively good model of the external environment is obtained, the system can very rapidly tune itself and converge. On the other hand, the classic model has a much slower rate of convergence.
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The work of nucleus formation is given by W =
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A FAMILY MODEL OF TRAIT STRUCTURE What remained of hierarchical structure is the fact that each subsequent principal component explains less variance and is subordinate to its predecessors in that respect. The head of
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formed dyads with the SR (Fig. 11.10c, d). Specialized cell-cell junctions responsible for mechanical and electrical coupling of cardiac myocytes (adherens junctions, desmosomes, gap junctions) were found throughout EHTs (Fig. 11.10d, e). Cardiac myocytes often formed a well-developed basement membrane as an additional indication of cardiac myocyte integrity (Fig. 11.10f). Atrial secretory granules characteristic for atrial or undifferentiated ventricular myocytes were absent.
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Example 11.1.3 (Binary alphabet) In this case, the type is de ned by the number of 1 s in the sequence, and the size of the type class is therefore n . We show that k 1 nH 2 n+1
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that they know how the other person is doing while they are apart, even if they don t share particular information [51]. In addition to needing to keep in touch with other members of their household, it is also important for the members of the family to be able to maintain contact with the extended family, who may be living in other locations. Various researchers have proposed different methods for maintaining this family communication using information and communications technology (ICT). These ideas consist of both direct communication applications as well as peripheral awareness applications. For example, Elizabeth Mynatt and her colleagues at the Georgia Institute of Technology explored the idea that family portraits enhanced with awareness information could help family members maintain their peace of mind about each other s current state. Through their user research [45], they found that family members with elderly relatives wanted to be aware of the following information about them: Health. In general terms, how they are feeling that day. Did they sleep well Eat regularly Get enough exercise Environment. The health of the environment. Has the weather been pleasant Is something in the house broken Relationships. Interaction with other people is important to one s emotional well-being. This category includes a range of social interactions, whether in person, on the phone, or through written correspondence. Activity. The general level of physical activity can be a good indicator of the caliber of a person s day in both extremes. A low level of activity may indicate declining health, while a high level of activity may indicate the onset of incessant wandering behaviour. Events. The occurrence of special events is an indication of the richness and variety in a person s life. This category includes activities, both planned and unplanned, as well as special outings. While this particular study, along with others such as [56], focused on the needs of older people and their relatives, one can hypothesise that similar information might also be of interest to any family members who are apart. The ASTRA project [41] identi ed the costs and bene ts in Table 2.1 associated with the use of this kind of awareness system. These are important factors to keep in mind as one designs new types of communication and awareness functions for an application or a system. These are also among the key principles behind the Mobile Services Architecture described in 3. Communicating with Family Members at Home In addition to staying in touch with each other when they are not together, families also need ways to communicate within the home. In addition to simple face-to-face interaction, families leave each other notes and reminders, for example. Several papers talk about the special features of home as the main location for interaction among the family members. For example, Debby Hindus and her colleagues [22] describe the following features of the home as a location for family communication: Households are displays. Households are stages upon which household members imprint their identities, as shown by the considerable effort put into decorating and personalising most homes.
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