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relationship (or derived demand) because what happens in the rooms department causes changes in the food and beverage department. Accurate forecasting in the rooms and the food and beverage departments is important because, in many hospitality operations, they provide as much as 80 to 90 percent of total food and beverage sales revenue. A forecasting technique that allows a restaurant to forecast its sales revenue based on the forecast of rooms occupancy is regression analysis. We have already seen it used in 7 for separating fixed and variable costs. In our new situation, regression analysis simply uses the independent variable to forecast the numbers for the dependent variable. In regression analysis, restaurant sales in terms of meals served are the dependent variable Y (because food sales depend on the rooms occupancy) and the room sales in terms of number of guest nights are the independent variable X. Suppose that the following summarizes the room guests and restaurant meals served each month last year: Guest Nights (X) January February March April May June July August September October November December 6,102 6,309 6,384 6,501 6,498 6,382 6,450 6,522 6,608 6,502 6,274 5,811 Meals Served (Y) 7,822 7,544 8,021 8,299 8,344 8,245 8,311 8,274 8,328 8,188 7,985 7,502

Bukato, D, & Daehler, M W (2001) Child development: A thematic approach (4th ed) Boston: Houghton Mifflin Burn, S M, O Neil, K, & Nederend, S (1996) Childhood tomboyism and adult androgyny Sex Roles, 34, 419 428 Bussey, K, & Bandura, A (1999) Social cognitive theory of gender development and differentiation Psychological Review, 106, 676 713 Casher, B B (1977) Relationship between birth order and participation in dangerous sports Research Quarterly, 48, 33 40 Cicirelli, V G (1995) Sibling relationships across the life span New York: Plenum Press Coakley, J (1992) Burnout among adolescent athletes: A personal failure or social problem Sociology of Sport Journal, 9, 271 285 Coakley, J, & White, A (1992) Making decisions: Gender and sport participation among British adolescents Sociology of Sport Journal, 9, 20 35..

Choosing an appropriate number of hidden neurons is important in designing evolving neuro-fuzzy systems, because too many hidden neurons result in a complex evolving system that may be unnecessary for the problem and can cause over tting [19], whereas too few hidden neurons produce a less powerful neural system that may be insuf cient to achieve the objective. We view the number of hidden neurons as a design parameter and determine it based on the input-output pairs and on the number of elements of each hidden neuron. The basic idea is to group the input output pairs into clusters and use one hidden neuron for one cluster, as in [1 3], [23, 24]; that is, the number of hidden neurons equals the number of clusters.

The best example of this is Novell with its LAN workgroup operating system of NetWare NetWare relies on the network-layer software to transport data and the NetWare Core Protocol (as an application) to provide the sequence numbering of the packets There is nothing wrong with this, and it generally speeds up the communication process between two stations on the network The overhead of the role of transport layer is diminished, but those types of protocols were developed on high-speed, low-error-rate media such as Ethernet TCP was not, and is much more robust in its transport-layer protocol TCP is actually a protocol and not a separate piece of software The protocol of TCP uses sequence numbers and acknowledgments to reliably converse with other stations on the network Sequence numbers are used to determine the ordering of the data in the packets and to find missing packets.

Since packets on an internet may not arrive in the same sequence in which they were sent (for example, a single packet in a series of packets being transmitted was discarded by a router), sequencing the data in the packets ensures that the packets are read in the same order in which they were sent Also, a receiving station may receive two of the same packets The sequence number with acknowledgments is used to allow a reliable type of communication This process is called full duplex, for each side of a connection maintains its own sequence number for the other side TCP is a byte-oriented sequencing protocol Other protocols such as Novell NetWare are packet-oriented sequencing protocols This applies a sequence number to each packet transmitted and not to each data byte in the packet Byte oriented means that every byte in each packet is assigned a sequence number.

This does not mean that TCP transmits a packet containing only 1 byte TCP will transmit data (many bytes) and assign the packet one sequence number Assigning one sequence number per byte in the packet may sound repetitious, but remember that TCP/IP was first implemented over noisy serial lines and not reliable high-speed LANs..