Sunday, July 25, 2010

Results--- writing

The result section should have three parts:
1. General observations
2. Specific observations
3. Case study

Figure

1. scatter plot
The pattern looks like ___________
• A random dispersal of points
• A straight line
• A parabola
• A sine wave
• A circular patch of points
• A shapeless clump of points
• Dense points on the left grading to sparse points on the right


add as many details as you can. Perhaps you can write:
• “The pattern looks like a straight line, beginning at the data point (1, 13) and ending at the data point (7, 3). One data point, (3, 12), is farther from this line than any of the other 24 data points.”


• “The pattern looks like one clump of points.”
You might be able to write:
• “The patterns appears to be a roughly spherical cluster of data points, centered
at approximately (50, 29). Specifically, all the data points are contained within a
circle centered at (50, 29) with a radius of 18 graph units, and, to my eye, the data
points appear fairly uniformly distributed within this circular area.”

Sunday, July 18, 2010

sentence

Beginning
1. In this paper, we focus on the need for
2. This paper proceeds as follow.
3. The structure of the paper is as follows.
4. In this paper, we shall first briefly introduce fuzzy sets and related concepts
5. To begin with we will provide a brief background on the

Introduction
1. This will be followed by a description of the fuzzy nature of the problem and a detailed presentation of how the required membership functi***** are defined.
2. Details on xx and xx are discussed in later secti*****.
3. In the next section, after a statement of the basic problem, various situati***** involving possibility knowledge are investigated: first, an entirely possibility model is proposed; then the cases of a fuzzy service time with stochastic arrivals and non fuzzy service rule is studied; lastly, fuzzy service rule are c*****idered.

Review
1. This review is followed by an introduction.
2. A brief summary of some of the relevant concepts in xxx and xxx is presented in Section 2.
3. In the next section, a brief review of the .... is given.
4. In the next section, a short review of ... is given with special regard to ...
5. Section 2 reviews relevant research related to xx.
6. Section 1.1 briefly surveys the motivation for a methodology of action, while 1.2 looks at the difficulties posed by the complexity of systems and outlines the need for development of possibility methods.

Body
1. Section 1 defines the notion of robustness, and argues for its importance.
2. Section 1 devoted to the basic aspects of the FLC decision making logic.
3. Section 2 gives the background of the problem which includes xxx
4. Section 2 discusses some problems with and approaches to, natural language understanding.
5. Section 2 explains how flexibility which often ... can be expressed in terms of fuzzy time window
6. Section 3 discusses the aspects of fuzzy set theory that are used in the ...
7. Section 3 describes the system itself in a general way, including the ….. and also discusses how to evaluate system performance.
8. Section 3 describes a new measure of xx.
9. Section 3 dem*****trates the use of fuzzy possibility theory in the analysis of xx.
10. Section 3 is a fine description of fuzzy formulation of human decision.
11. Section 3, is developed to the modeling and processing of fuzzy decision rules
12. The main idea of the FLC is described in Section 3 while Section 4 describes the xx strategies.
13. Section 3 and 4 show experimental studies for verifying the proposed model.
14. Section 4 discusses a previous fuzzy set based approach to cost variance investigation.
15. Section 4 gives a specific example of xxx.
16. Section 4 is the experimental study to make a fuzzy model of memory process.
17. Section 4 contains a discussion of the implication of the results of Section 2 and 3.
18. Section 4 applies this fuzzy measure to the analysis of xx and illustrate its use on experimental data.
19. Section 5 presents the primary results of the paper: a fuzzy set model ..
20. Section 5 contains some conclusi***** plus some ideas for further work.
21. Section 6 illustrates the model with an example.
22. Various ways of justification and the reas***** for their choice are discussed very briefly in Section 2.
23. In Section 2 are presented the block diagram expression of a whole model
of human DM system
24. In Section 2 we shall list a collection of basic assumpti***** which a ... scheme must satisfy.
25. In Section 2 of this paper, we present representation and uniqueness theorems for the fundamental measurement of fuzziness when the domain of discourse is order dense.
26. In Section 3, we describe the preliminary results of an empirical study
currently in progress to verify the measurement model and to c*****truct membership functi*****.
27. In Section 5 is analyzed the inference process through the two kinds of inference experiments...

This Section
1. In this section, the characteristics and environment under which MRP is designed are described.
2. We will provide in this section basic terminologies and notati***** which are necessary for the understanding of subsequent results.

Next Section
2. The next section describes the mathematics that goes into the computer implementation of such fuzzy logic statements.
3. However, it is cumbersome for this purpose and in practical applicati***** the formulae were rearranged and simplified as discussed in the next section.
4. The three components will be described in the next two section, and an example of xx analysis of a computer information system will then illustrate their use.
5. We can interpret the results of Experiments I and II as in the following secti*****.
6. The next section summarizes the method in a from that is useful for arguments based on xx

Summary
1. This paper concludes with a discussion of future research c*****ideration in section 5.
2. Section 5 summarizes the results of this investigation.
3. Section 5 gives the conclusi***** and future directi***** of research.
4. Section 7 provides a summary and a discussion of some extensi***** of the paper.
5. Finally, conclusi***** and future work are summarized
6. The basic questi***** posed above are then discussed and conclusi***** are drawn.
7. Section 7 is the conclusion of the paper.

Chapter 0. Abstract
1. A basic problem in the design of xx is presented by the choice of a xx rate for the measurement of experimental variables.
2. This paper examines a new measure of xx in xx based on fuzzy mathematics which overcomes the difficulties found in other xx measures.
3. This paper describes a system for the analysis of the xx.
4. The method involves the c*****truction of xx from fuzzy relati*****.
5. The procedure is useful in analyzing how groups reach a decision.
6. The technique used is to employ a newly developed and versatile xx algorithm.
7. The usefulness of xx is also c*****idered.
8. A brief methodology used in xx is discussed.
9. The analysis is useful in xx and xx problem.
10. A model is developed for a xx analysis using fuzzy matrices.
11. Algorithms to combine these estimates and produce a xx are presented and justified.
12. The use of the method is discussed and an example is given.
13. Results of an experimental applicati***** of this xx analysis procedure are given to illustrate the proposed technique.
14. This paper analyses problems in
15. This paper outlines the functi***** carried out by ...
16. This paper includes an illustration of the ...
17. This paper provides an overview and information useful for approaching
18. Emphasis is placed on the c*****truction of a criterion function by which the xx in achieving a hierarchical system of objectives are evaluated.
19. The main emphasis is placed on the problem of xx
20. Our proposed model is verified through experimental study.
21. The experimental results reveal interesting examples of fuzzy phases of: xx, xx
22. The compatibility of a project in terms of cost, and xx are likewise represented by linguistic variables.
23. A didactic example is included to illustrate the computational procedure
Chapter 1. Introduction
Time
1. Over the course of the past 30 years, .. has emerged form intuitive
2. Technological revoluti***** have recently hit the industrial world
3. The advent of ... systems for has had a significant impact on the
4. The development of ... is explored
5. During the past decade, the theory of fuzzy sets has developed in a variety of directi*****
6.The concept of xx was investigated quite intensively in recent years
7. There has been a turning point in ... methodology in accordance with the advent of ...
8. A major concern in ... today is to continue to improve...
9. A xx is a latecomer in the part representation arena.
10. At the time of this writing, there is still no standard way of xx
11. Although a lot of effort is being spent on improving these weaknesses, the efficient and effective method has yet to be developed.
12. The pioneer work can be traced to xx [1965].
13. To date, none of the methods developed is perfect and all are far from ready to be used in commercial systems.

Objective / Goal / Purpose
1. The purpose of the inference engine can be outlined as follows:
2. The ultimate goal of the xx system is to allow the non experts to utilize the existing knowledge in the area of manual handling of loads, and to provide intelligent, computer aided instruction for xxx.
3. The paper concerns the development of a xx
4. The scope of this research lies in
5. The main theme of the paper is the application of rule based decision making.
6. These objectives are to be met with such thoroughness and confidence as to permit ...
7. The objectives of the ... operati***** study are as follows:
8. The primary purpose/c*****ideration/objective of
9. The ultimate goal of this concept is to provide
10. The main objective of such a ... system is to
11. The aim of this paper is to provide methods to c*****truct such probability distribution.
12. In order to achieve these objectives, an xx must meet the following requirements:
13. In order to take advantage of their similarity
14. more research is still required before final goal of ... can be completed
15. In this trial, the objective is to generate...
16. for the sake of concentrating on ... research issues
17. A major goal of this report is to extend the utilization of a recently developed procedure for the xx.
18. For an illustrative purpose, four well known OR problems are studied in presence of fuzzy data: xx.
19. A major thrust of the paper is to discuss approaches and strategies for structuring ..methods
20. This illustration points out the need to specify
21. The ultimate goal is both descriptive and prescriptive.
22. Chapter 2. Literature Review
23. A wealth of information is to be found in the statistics literature, for example, regarding xx
24. A c*****iderable amount of research has been done .. during the last decade
25. A great number of studies report on the treatment of uncertainties associated with xx.
26. There is c*****iderable amount of literature on planning
27. However, these studies do not provide much attention to uncertainty in xx.
28. Since then, the subject has been extensively explored and it is still under investigation as well in methodological aspects as in concrete applicati*****.
29. Many research studies have been carried out on this topic.
30. Problem of xx draws recently more and more attention of system analysis.
31. Attempts to resolve this dilemma have resulted in the development of
32. Many complex processes unfortunately, do not yield to this design procedure and have, therefore, not yet been automated.
33. Most of the methods developed so far are deterministic and /or probabilistic in nature.
34. The central issue in all these studies is to
35. The problem of xx has been studied by other investigators, however, these studies have been based upon classical statistical approaches.
36. Applied ... techniques to
37. Characterized the ... system as
38. Developed an algorithm to
39. Developed a system called ... which
40. Uses an iterative algorithm to deduce
41. Emphasized the need to
42. Identifies six key issues surrounding high technology
43. A comprehensive study of the... has been undertaken
44. Much work has been reported recently in these filed
45. Proposed/Presented/State that/Described/Illustrated/
Indicated/Has shown / showed/Address/Highlights
46. Point out that the problem of
47. A study on ...was done / developed by []
48. Previous work, such as [] and [], deal only with
49. The approach taken by [] is
50. The system developed by [] c*****ists
51. A paper relevant to this research was published by []
52. []'s model requires c*****ideration of...
53. []' model draws attention to evolution in human development
54. []'s model focuses on...
55. Little research has been conducted in applying ... to
56. The published information that is relevant to this research...
57. This study further shows that
58. Their work is based on the principle of
59. More history of ... can be found in xx et al. [1979].
60. Studies have been completed to established
61. The ...studies indicated that
62. Though application of xx in the filed of xx has proliferated in recent years, effort in analyzing xx, especially xx, is lacking.
Problem / Issue / Question
63. Unfortunately, real-world engineering problems such as manufacturing planning do not fit well with this narrowly defined model. They tend to span broad activities and require c*****ideration of multiple aspects.
64. Remedy / solve / alleviate these problems
67. ... is a difficult problem, yet to be adequately resolved
68. Two major problems have yet to be addressed
69. An unanswered question
70. This problem in essence involves using x to obtain a solution.
71. An additional research issue to be tackled is ....
72. Some important issues in developing a ... system are discussed
73. The three prime issues can be summarized:
74. The situation leads to the problem of how to determine the ...
75. There have been many attempts to
76. It is expected to be serious barrier to
77. It offers a simple solution in a limited domain for a complex

1. There are several ways to get around this problem.
2. As difficult as it seems to be, xx is by no means new.
3. The problem is to recognize xx from a design representation.
4. A xx problem can trace its roots to xx.
5. xx [1987] used a heuristic approach to simplify the complexity of the problem.
6. Several problems are associated with them.
7. Although some progress has been made in this area, at least two major obstacles must be overcome before a fully automated system can be realized.
8. Most problems in practice are complicated
9. More problem surface here.
10. Hamper effort toward a xx system
11. In order to overcome the limitati***** due to incomplete and imprecise xx knowledge, a xx program has been developed, which bases its knowledge upon the statistical analysis of a sample population of xx
12. The above difficulties are real challenges faced by researchers attempting to develop
13. This type of mapping raises no controversy to the issue of membership function determination.
14. However, attempts to quantify the xx have met both theoretical and empirical problems.
15. It has become apparent that in order to apply this new methodological framework to real world problems and data, we have to pay attention to the problems of xx and xx.

Chapter 3. Proposed methodology
Assumption
1. In the case when the assumption of a xx seems to be too restrictive or inadequate, the formulation with Fuzzy termination time, i.e. given by a fuzzy set in the space of control stages, may be applied.
2. We assume here the fuzzy c*****traints to be state dependent, and the fuzzy goal to be the same for all the control states, xx, which stems from the problem's nature.
3. An approach to the solution of this problem is presented under the assumption that the sampling rate Decision can be made prior to the execution of the experiment, as opposed to being made while the experiment is in progress.
4. Another assumption made above is that there are precise odds at which the expert is indifferent.
5. Main simplifying assumpti***** are:
6. This, in our view, is a questionable assumption.

Outline / Structure / Module
1. An outline of the research
2. Information is incorporated within the scheme
3. Is built into ... structure
4. A nice modular structure.
5. The principles of ... are applied as modularized criteria

Classification
1. A xx system comprises three main components:
2. Must decompose the original .. into a set of ..
3. C*****ists of the following steps:
4. This is summarized in the following steps:
5. Can be broadly classified into the following areas:
l Can be characterized by its function of effectively processing the
l Can allow further breadth of application of ...into more
l The following steps should be followed
l xx can be classified by a different ways.
l Based on the xx, one may classify xx into the following:
l This catalog may change due to wear, breakage, and purchasing.

System
l Unlike many conventional program, expert systems do not usually deal wit
h problem for which there is clearly a right or wrong answer.
l The system c*****ists of both ... and ...
l The system has a hierarchical modular architecture organized on three levels.
l expert system domains are area of expertise
l To develop a xx system for xx, the following factors must be c*****idered:
l The system has been developed / designed to determine
l The system has proven to be able to
l The domain in which an expert system operates is a particular domain
l The system comprises a ... with
l The system is [feature-oriented ] / based on the ... technique
l The system environment must be relatively stable
l The system is utilized to generate, load, store, update and retrieve ...
l The development of a xx system has two stages: xx stage and xx stage.
l The most essential part of .. system is the ...
l The successful developments in ESs have made them an important tool in the development of
l An automated system was developed for
作者: zhaokelun1975 发布日期: 2006-6-15
l In this case, the system can be c*****idered to be generative.
l An interactive automatic ... system
l A .. is commonly thought of as a truly integrated .. system
l Should be capable of being generated from a ... system
l xx is an important part of the integrated system.
l The model c*****ists of four rule bases, each of which addresses a separate problem in the hierarchy of scheduling decision.
l The rule bases are linked to each other in a chin like manner in the sense that the c*****equent of one rule base c*****titutes a part of the antecedent of the next rule base.
l The rule base c*****ists of all possible combinati***** of the linguistic terms associated with the linguistic variable of the antecedent of a rule.

Computer System
l The system has been implemented using Prolog language in an MS DOS environment. Prolog was chosen because it offers a well known and flexible environment in which fuzzy reasoning may be easily implemented.
l The current version of the xx program when compiled with WATFOR77 result
s in an executable code of about 270K bytes. Typical run time, when run on a
XX computer (an IBM compatible machine) operating at 4.77 Mhz with 640K RAM, ranges from 10 min to 2h, depending on the size (or complexity) of the problem.
l Time c*****uming procedures have been implemented in C language and directly linked to the Prolog environment.
l The xx process, once the xx's data has been entered, requires approximately 180 seconds.
l It should be noted that the computation was done with a 20 Hhz, 80386
209;based microcomputer equipped with a 80387 math co processor.
l The computer programs used for the analyses, one based on the xx method and the other based on the new method, were written in FORTRAN with a compiler that supports the math co processor.
l Lisp, Prolog give maximum flexibility but also maximizes development time.
l Internal representation is the way a model is represented in the computer.
l An interactive menu-driven procedure is used in this study
l Shell can be develop very fast at the cost of time fairly severe limitati*****.
l While there is no measurable saving of time for the case involving five criteria, the saving is dramatic for the case involving 10 criteria -- the computation time reduces from 10 hr 40 min to about 1 min.
l This combination is being implemented in an objected oriented programming environment (Smalltalk 80 system) to solve problems encountered in c*****truction xxx.

Method / Approach / Study / Process Model / Equation /Algorithm / Rule / Formula / Technique
l A discussion is presented of a problem-solving system
l To improve the efficiency of the method, the following approach may be applied.
l In order to an investigation was made to find the causes of the
l Although large collecti***** of rules and equati***** have been complied, none are generally accepted
l This approach will be explained and discussed thoroughly in the body of the report.
l This can be accomplished by
l This algorithm to compute the total cost can be described step by step as follows:
l The above preliminary analysis has provided important information
l Various methods have been proposed for selecting an optimum...
l These concepts have been applied to
l On the basis of the concept mentioned above,
l This can be achieved by
l This fact suggests that a new concept
l This was accomplished by taking ...
l The preparatory stage is very time c*****uming process.
l Test are performed for validity, completeness, and compatibility
l There is little hope of achieving successful ...
l There has been an increasing awareness of the potential of using most ..so far made have not taken this approach, with the exception of
l Only a few studies can be found.
l It is a very tedious process to go through
l It is only when .. has been completed that .. may be effected
l The entire interpretation process is conducted in one's head.
l These approaches are sometimes very tedious.
l Several techniques can be used
l A polynomial parametric model can be written as [the following]/[follows]:
l A xx model is c*****tructed/formulated using xx.
l A xx model represents an xx by its xx.
l A process decision model captures the logic essential to
l From the equation above, xx is equal to the summation of xx times the ...
l The validity of a xx model can be checked using Euler's formula.
l Given a model, one can mathematically determine whether ... or ...
l Equati***** for xx need to be derived and implemented in the system.
l A number of heuristic rules have been developed for
l Optimum .. techniques can be made more reliable by ... so that
l An algorithm based on the characteristic ... is used to determine
l Euler's formula states the following:
l The completed model should agree with the formula.
l For manufacturing purposes, a detailed and precise model of the object is necessary
l Engineering design models are very well defined; therefore,
To keep the domain narrow enough to be implementable, yet wide enough to
be useful.
Point of View
l from an implementation standpoint,
l From the point of view of this application,
l From this point of view, Zadeh suggested an inference rule named xxx (CRI for short).
l Information is the meaningful interpretation and correlation of some aggregation of data in order to allow one to make decisi*****.

l From a practical point of view, the computational aspects of an FLC require a simplification of the fuzzy control algorithm.
l The use of a hammer to insert screws, although partly effective, tends to distort, destroy, and generally defeat the purpose of using a screw [Kusiak AI Implicati***** for CIM p.129]

Justification
l We choose the so called xx in our experiment because it has received wide acceptance and can
l Prolog was chosen because it offers a well known and flexible environment in which fuzzy reasoning may be easily implemented.
l The rationale behind this is that it can be much easier for an estimator to rate a cost as high than to attempt to place a dollar value on the estimate.
l This strategy has been widely used in fuzzy control applicati***** since it is natural and easy to implement.
l A function definition expresses the membership function of a fuzzy set in a functional form, typically a bell shaped function, etc. Such functi***** are used in FLC because they lead themselves to manipulation through the use of fuzzy arithmetic.
l It should be noted that in our daily life most of the information on which our decisi***** are based is linguistic rather than numerical in nature. Seen in this perspective, fuzzy control rules provide a natural framework for the characterization of human behavior and decisi***** analysis.
l Many experts have found that fuzzy control rules provide a convenient way to express their domain knowledge. This explains why most FLCs are based on the knowledge and experience which are expressed in the language of fuzzy "if the" rule.

Chapter 4. Examples

Example/ Data
l The data used in the following example was taken from an experiment in which xx was measured between x and x using a xx technique.
l The data c*****ists of over xx measurements.
l An example of xx is discussed and the control rules of xx are compared with a xx
l Examples of complex processes to which this technique may be applied are xx, xx, etc.
l The following example is c*****tructed only for the purpose of illustrating the computational procedure discussed.
l This example clearly dem*****trates that the profile of an individual xx, or a very small group of xx, with no enough data to be studied statistically, can be meaningfully analyzed by fuzzy possibilistic methods.
l There is no space here to go into detail on all these methods, but deserve a mention and the bibliography will point to detailed references for those wishing this level of detail.
l Note that the golf ball spotting example is used throughout the paper.

Comparis*****
l As well, the pros and c***** of these representati***** from a process planning point of view will be discussed.
l The method of using xx to implement xx described by Zadeh (1973) appeared more suitable
l As discussed [in the previous section]/[preciously],

Relation
l We can not invert F' directly because it defines a many-to-one mapping.
l The relati*****hips appear very complicate
l Lifting tasks involve complex and imprecise relati*****hip between the task variables and the human operator's characteristics.
l These methods are based on the relati*****hip between ... and ...
l The fundamental concept of a fuzzy rating language is that we can establish a relati*****hip among terms such as high, medium, and low, and then modify these relati*****hips.
l This article will thus mention the latter as well as the former.
l The former two bear a close relation to a fuzzy Cartesian product.

Importance
l The emphasis is on an implementation of a general approach to rule based decision making.

C*****ideration / Attention
l Careful evaluation is necessary to ensure
l Such a formulation does not change further c*****iderati*****.
l C*****iderable attention has been paid to
l Attention should be paid to an important finding of this investigation.
l Caution should be exercised in this process to avoid ...
l Primary c*****ideration is given to ... components, though others can be accommodated
l After ... has been defined by ..., a carefully analysis is carried out/performed to determine
l A number of factors such as ...need to be taken into c*****ideration before making the appropriate decision.
l It should be noted that
作者: zhaokelun1975 发布日期: 2006-6-15
l It is important to point out that ...
l These c*****iderati***** have heightened interest in the possibility of providing ...
l We should stress the fundamental importance of the xx

Chapter 5. Results.
Advantages / Disadvantage

l One of the major advantages of this new measure of xx is that it can be applied to the experimental study of
l One advantage of using a .. is the ease of preparing it.
l The xx system is versatile
l It has a very fast decision making process
l All the algorithms involve mostly logical operati*****.
l It can be easily and without additional cost implemented in a microprocessor based environment.
l It can reduce the waste of designing from scratch.
l The advantages of using a xx to represent xx are the following:
l However, xx is not without its shortcomings.
l In most cases, the xxx shows an improvement over the existing xxx.
l Compared to the existing xx, the impacts of the xx are generally reduced by 5% to 9%.
l The "best case" results shows a savings of 6% to 9%.
l Most of the existing works based on xx approach can only recognize a xx .
l Most of the above methods are computational expansive and limited to xx.
l Some other advantages of xx are the following:
l The problem is the limitation of this method to a limited domain of parts.
l It proved limited in application because it demanded precision in system modeling that was impossible in practice.
l There are advantages to be gained in the structuring of costs and benefits, the use of xx,
l The disadvantages of this method are also disadvantages of conventional xx approaches.
l This combines the best features of both techniques
l Hopefully, this tool can be as the reference framework of for developing a xx platform, and helping the administration, marketing, and knowledge management activities in virtual communities.

Results
l An improvement on the result shown above can be made by based on the data provided
l Discussion of these theories is beyond the scope of this review
l Based on the information contained in this
l The result can be categorized into nine classes
l The results are illustrated by an example
l The experimental results for each xx time are reported in Table 2.
l From the results obtained so far, it seem that
l Because of the inaccuracy of the ..., a conclusion cannot be drawn as
l Although much effort has been made to., this reality is far from completion.
l The results indicate that the total benefits are higher than the total costs.
l Their results may then serve as guidelines for lower level models, less fuzzy and more detailed.

Chapter 6. Conclusion
l From the discussion, one may conclude that ...
l Form the above discussion, the conclusion can be reached that
l The conclusi***** drawn are also valid
l In conclusion to this, it becomes obvious that the problem of xx lies not only in...
l We have attempted to introduce some concepts associated with a theory of
xx based on fuzzy sets.
l C*****iderable more work, hopefully, will be done in this area
l A fuzzy set procedure is proposed to solve xx selection problems interwoven with imprecise data
l Employing the compositional rule of inference, the assessment of the xx compatibility in achieving prescribed xx projectiles in any level of the hierarchy is made possible.
l This paper has presented a theoretical and experimental study of the xx process and xx concept.
l The experimental research results will hopefully serve as useful feedback information for improvements for xx work.
l The scope of this contribution was to introduce a xx method.
l In general, fuzzy sets theory provides an alternative foundation for xx analysis in a fuzzy environment.

Future Research
l Thus, first extension of the approach could be,
l Present some cues for a further approach from Fuzzy Sets Theory application to
l Some improvements to the scheduling aspect of the model may be brought through additional levels in the hierarchy for more detailed representation of the scheduling activity.