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Hill karlsruhe

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The relative simplicity of the algorithm makes it a popular first choice amongst optimizing algorithms. It is used widely in artificial intelligence , for reaching a goal state from a starting node.

Different choices for next nodes and starting nodes are used in related algorithms. Although more advanced algorithms such as simulated annealing or tabu search may give better results, in some situations hill climbing works just as well.

Hill climbing can often produce a better result than other algorithms when the amount of time available to perform a search is limited, such as with real-time systems, so long as a small number of increments typically converges on a good solution the optimal solution or a close approximation.

At the other extreme, bubble sort can be viewed as a hill climbing algorithm every adjacent element exchange decreases the number of disordered element pairs , yet this approach is far from efficient for even modest N, as the number of exchanges required grows quadratically.

Hill climbing is an anytime algorithm: In simple hill climbing , the first closer node is chosen, whereas in steepest ascent hill climbing all successors are compared and the closest to the solution is chosen.

Both forms fail if there is no closer node, which may happen if there are local maxima in the search space which are not solutions.

Steepest ascent hill climbing is similar to best-first search , which tries all possible extensions of the current path instead of only one. Stochastic hill climbing does not examine all neighbors before deciding how to move.

Rather, it selects a neighbor at random, and decides based on the amount of improvement in that neighbor whether to move to that neighbor or to examine another.

Coordinate descent does a line search along one coordinate direction at the current point in each iteration. Some versions of coordinate descent randomly pick a different coordinate direction each iteration.

Random-restart hill climbing is a meta-algorithm built on top of the hill climbing algorithm. It is also known as Shotgun hill climbing.

Random-restart hill climbing is a surprisingly effective algorithm in many cases. It turns out that it is often better to spend CPU time exploring the space, than carefully optimizing from an initial condition.

Hill climbing will not necessarily find the global maximum, but may instead converge on a local maximum. This problem does not occur if the heuristic is convex.

However, as many functions are not convex hill climbing may often fail to reach a global maximum. Other local search algorithms try to overcome this problem such as stochastic hill climbing , random walks and simulated annealing.

Ridges are a challenging problem for hill climbers that optimize in continuous spaces. Because hill climbers only adjust one element in the vector at a time, each step will move in an axis-aligned direction.

If the target function creates a narrow ridge that ascends in a non-axis-aligned direction or if the goal is to minimize, a narrow alley that descends in a non-axis-aligned direction , then the hill climber can only ascend the ridge or descend the alley by zig-zagging.

If the sides of the ridge or alley are very steep, then the hill climber may be forced to take very tiny steps as it zig-zags toward a better position.

Thus, it may take an unreasonable length of time for it to ascend the ridge or descend the alley. By contrast, gradient descent methods can move in any direction that the ridge or alley may ascend or descend.

Hence, gradient descent or the conjugate gradient method is generally preferred over hill climbing when the target function is differentiable.

Hill climbers, however, have the advantage of not requiring the target function to be differentiable, so hill climbers may be preferred when the target function is complex.

Another problem that sometimes occurs with hill climbing is that of a plateau. A plateau is encountered when the search space is flat, or sufficiently flat that the value returned by the target function is indistinguishable from the value returned for nearby regions due to the precision used by the machine to represent its value.

In such cases, the hill climber may not be able to determine in which direction it should step, and may wander in a direction that never leads to improvement.

Contrast genetic algorithm ; random optimization. This article is based on material taken from the Free On-line Dictionary of Computing prior to 1 November and incorporated under the "relicensing" terms of the GFDL , version 1.

Karlsruhe is home to the two highest federal courts of Germany, the Bundesverfassungsgericht Federal constitutional court and the Bundesgerichtshof Supreme federal court.

Because of this and other administrative facilities, Karlsruhe has a reputation as a city of civil servants. Karlsruhe has a large technical university, as well as several other colleges.

The presence of the technical university has promoted the city somewhat in the world of Free and Open Source Software: Karlsruhe was the home of LinuxTag [11] until The train station Karlsruhe Hauptbahnhof is located south of the city centre, with roughly minutes by tram to the central market square, and direct tram links to other parts of the city.

Karlsruhe is well linked to other larger cities by ICE high speed trains. The schedules for the inter-city connections can be found on the site of the Deutsche Bahn [15] German railroads.

Karlsruhe has several exits from the A5 autobahn, approximately km south of Frankfurt. The A8 joins the A5 just south of the city, connecting to Stuttgart 80 km east.

The bus station is located at the south entrance of the train station. You can buy tickets for international destinations inside the train station.

There you can enjoy original Italian Coffee, good cocktails and also a lot of wines. The bar is a smoker Bar with a seperated room where you can smoke cigars.

The Bar is also offering many cigars from around the world. The prices are okay. The personel is speaking English. The Leonard, or also called Leo is one of the political Bars in Karlsruhe.

Most shops are located in the pedestrian zone in the Kaiserstrasse. At Ludwigsplatz, near Kaiserstrasse, there are various open-air cafes where the shopper can relax.

Some of the more expensive boutiques and shoe shops are also located in this area. In the south of the Marktplatz, at the end of the pedestrian zone, is a big shopping mall called "Ettlinger Tor".

Definitely an alternative to the Kaiserstrasse, especially when the weather is bad. Karlsruhe is maybe one of the safest cities in Germany especially the centre of the town.

There are a lot of policemen walking and driving around, mainly because of the important courts. Maybe some center suburbs should be avoided at night, but otherwise, one will feel safe in this city.

Overview over all Catholic churches in Karlsruhe [46]. Deutschsprachiger Muslimkreis [50] german-speaking muslim circle , Kaiserpassage 10 from central station m direction center.

Chabad of Karlsruhe [51] Jewish Synagogue and Center that holds services on Friday nights varying times , Saturday mornings 10 am as well as on other Jewish holidays.

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Karlsruhe Contents 1 Understand 2 Get in 2. Understand [ edit ] The city was founded in by margrave Karl Wilhelm von Baden. Karlsruhe University Karlsruhe has a large technical university, as well as several other colleges.

FKB is the nearest local airport, about 40km from the city. The airport is now served by low-cost carrier Ryanair, which offers cheap flights to several European destinations.

There is a cheap shuttle bus Baden-Airport-Express [13] leaving between two and four times a day on weekdays, not running on weekends at all, and not synchronized with the flight schedule between the airport and Karlsruhe Main Station.

One-way-tickets can be bought from the driver 10 EUR, cash only, accepted currency: It has a direct ICE high speed train connection to Karlsruhe 1 hour.

STR is reachable by train in one and a half hour. SXB in France is served by a number of airlines. Take the TER train from the airport station name: By train [ edit ] Karlsruhe Railway station The train station Karlsruhe Hauptbahnhof is located south of the city centre, with roughly minutes by tram to the central market square, and direct tram links to other parts of the city.

By car [ edit ] Karlsruhe has several exits from the A5 autobahn, approximately km south of Frankfurt. By bus [ edit ] The bus station is located at the south entrance of the train station.

Get around [ edit ] On foot: A lot to see in Karlsruhe is along Kaiserstrasse. Because all the streets radiate outward, the Marktplatz is a great place to start a walking tour of the city.

If you go up or down Kaiserstrasse, you will find a great variety of shops and restaurants on both sides of the streets.

Go farther and you can take a walk into the "Hardtwald" which has a lot of trails right near the city center. Go south relative to the Marktplatz and you will soon come upon Ettlinger Tor and the Staatstheater.

Exploring on foot allows you the opportunity to go down the allees and smaller streets in Karlsruhe where you can find a wonderful variety of shops, kneipes, and restaurants.

Karlsruhe has an excellent public transportation system called KVV; its mostly built on tram-trains stadtbahn.

This allows trains to run on tram track within the city or on railway track to serve the surrounding areas. An overview of the entire transport network can be downloaded here [16].

A single ticket for a trip within the city limits costs 2. Most tickets have to be stamped upon entering a tram and controllers are quite frequent.

In particular, for longer distances outside of Karlsruhe buying the right ticket can be a bit challenging, but in front of the main train station as well as located at Marktplatz, you will find a KVV office that will be happy to assist you.

Trains run late into the night, in particular on weekends, but almost every line stops for a few hours every night.

Schedules and maps are posted on virtually every station: During the summer, spring and autumn rental bikes are available throughout the city.

The museum is quite unique, and the exhibitions are world-class. The ZKM also hosts many cultural events, check their home page for the schedule.

This museum shows mainly classical paintings from the 16th century on. A list of other museums can be found on the city homepage [20].

Badisches Staatstheather , Baumeisterstr. A list can be found on the city homepage. The Schauburg [22] and the Kino im Prinz-Max-Palais [23] are independent cinemas which occasionally show movies in their original language.

The other cinemas tend to stick to the usual German-dubbed fare. Kino im Prinz-Max-Palais , Karlstr. Palace , directly north of the city center.

The palace is directly north of the city center, a 2min walk on foot from the Marktplatz. The palace was rebuilt after World War II, and now hosts the Badisches Landesmuseum , a museum dedicated to historical exhibitions and local interest.

There are also special exhibitions from time to time. North of the palace is a vast park area, the palace garden Schlosspark , where the locals hang out on summer days.

On Saturdays, Sundays and holidays during the summer season you can also take a ride on the small train that runs through the gardens.

Steam trains usually run on Sundays while dieselpowered trains operate on Saturdays. There are several man-made lakes in towns around km Karlsruhe, e.

Epplesee in Rheinstetten no BBQ allowed!

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